{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Begin: DataApi login 18566262672@tcp://192.168.0.101:23000\n",
      "    Already login as 18566262672, skip init_from_config\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'0,'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from jaqs_fxdayu.data import RemoteDataService  # 远程数据服务类\n",
    "\n",
    "# step 1 其中，username password分别对应官网注册的账号和序列号\n",
    "data_config = {\n",
    "    \"remote.data.address\": \"tcp://192.168.0.101:23000\",  # 数据服务tcp地址\n",
    "    \"remote.data.username\": \"18566262672\",  # 账号\n",
    "    \"remote.data.password\": \"eyJhbGciOiJIUzI1NiJ9.eyJjcmVhdGVfdGltZSI6IjE1MTI3MDI3NTAyMTIiLCJpc3MiOiJhdXRoMCIsImlkIjoiMTg1NjYyNjI2NzIifQ.O_-yR0zYagrLRvPbggnru1Rapk4kiyAzcwYt2a3vlpM\",\n",
    "    \"timeout\": 180  # 超时设置(秒),请求超时会报错\n",
    "}\n",
    "\n",
    "# step 2\n",
    "ds = RemoteDataService()\n",
    "ds.init_from_config(data_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "members = ds.query_index_member_daily(\"000906.SH\", 20171101, 20180201)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000001.SZ</th>\n",
       "      <th>000002.SZ</th>\n",
       "      <th>000006.SZ</th>\n",
       "      <th>000008.SZ</th>\n",
       "      <th>000009.SZ</th>\n",
       "      <th>000012.SZ</th>\n",
       "      <th>000021.SZ</th>\n",
       "      <th>000025.SZ</th>\n",
       "      <th>000027.SZ</th>\n",
       "      <th>000028.SZ</th>\n",
       "      <th>...</th>\n",
       "      <th>603806.SH</th>\n",
       "      <th>603816.SH</th>\n",
       "      <th>603833.SH</th>\n",
       "      <th>603858.SH</th>\n",
       "      <th>603866.SH</th>\n",
       "      <th>603868.SH</th>\n",
       "      <th>603877.SH</th>\n",
       "      <th>603883.SH</th>\n",
       "      <th>603888.SH</th>\n",
       "      <th>603993.SH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20171101</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171208</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171212</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 848 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            000001.SZ  000002.SZ  000006.SZ  000008.SZ  000009.SZ  000012.SZ  \\\n",
       "trade_date                                                                     \n",
       "20171101            1          1          1          1          1          1   \n",
       "20171208            1          1          1          1          1          1   \n",
       "20171212            1          1          1          1          1          1   \n",
       "\n",
       "            000021.SZ  000025.SZ  000027.SZ  000028.SZ    ...      603806.SH  \\\n",
       "trade_date                                                ...                  \n",
       "20171101            1          1          1          1    ...              1   \n",
       "20171208            1          1          1          1    ...              1   \n",
       "20171212            1          1          1          1    ...              1   \n",
       "\n",
       "            603816.SH  603833.SH  603858.SH  603866.SH  603868.SH  603877.SH  \\\n",
       "trade_date                                                                     \n",
       "20171101            1          0          1          1          1          1   \n",
       "20171208            1          0          1          0          1          1   \n",
       "20171212            1          1          1          0          1          1   \n",
       "\n",
       "            603883.SH  603888.SH  603993.SH  \n",
       "trade_date                                   \n",
       "20171101            1          1          1  \n",
       "20171208            1          1          1  \n",
       "20171212            1          1          1  \n",
       "\n",
       "[3 rows x 848 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "members.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from jaqs_fxdayu.data import DataView\n",
    "dv = DataView()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initialize config success.\n",
      "Query data...\n",
      "Query data - query...\n",
      "NOTE: price adjust method is [post adjust]\n",
      "当前请求daily...\n",
      "{'adjust_mode': None, 'fields': 'symbol,vwap,high,low,trade_status,close,trade_date,close_adj,low_adj,open_adj,vwap_adj,high_adj,open'}\n",
      "当前请求daily...\n",
      "{'adjust_mode': 'post', 'fields': 'vwap,low,close,high,open,symbol,trade_date'}\n",
      "当前请求query_lb_dailyindicator...\n",
      "{'fields': 'symbol,trade_date,float_mv'}\n",
      "WARNING: some data is unavailable: \n",
      "    At fields \n",
      "Query data - daily fields prepared.\n",
      "Query instrument info...\n",
      "Query adj_factor...\n",
      "Query benchmark...\n",
      "Query benchmar member info...\n",
      "Data has been successfully prepared.\n"
     ]
    }
   ],
   "source": [
    "from jaqs_fxdayu.data import DataView\n",
    "dv1 = DataView()\n",
    "props = {'start_date': 20171101, 'end_date': 20171207,\n",
    "         \"universe\": \"000906.SH\",\n",
    "         \"prepare_fields\": True,\n",
    "         'fields': \"float_mv,MA5,RSI,VOL10\",\n",
    "         'freq': 1}\n",
    "dv1.init_from_config(props, ds)\n",
    "dv1.prepare_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initialize config success.\n",
      "Query data...\n",
      "Query data - query...\n",
      "NOTE: price adjust method is [post adjust]\n",
      "当前请求daily...\n",
      "{'adjust_mode': None, 'fields': 'symbol,vwap,high,low,trade_status,close,trade_date,close_adj,low_adj,open_adj,vwap_adj,high_adj,open'}\n",
      "当前请求daily...\n",
      "{'adjust_mode': 'post', 'fields': 'vwap,low,close,high,open,symbol,trade_date'}\n",
      "当前请求query_lb_dailyindicator...\n",
      "{'fields': 'symbol,trade_date,float_mv'}\n",
      "WARNING: some data is unavailable: \n",
      "    At fields \n",
      "Query data - daily fields prepared.\n",
      "Query instrument info...\n",
      "Query adj_factor...\n",
      "Query benchmark...\n",
      "Query benchmar member info...\n",
      "Data has been successfully prepared.\n"
     ]
    }
   ],
   "source": [
    "from jaqs_fxdayu.data import DataView\n",
    "dv2 = DataView()\n",
    "props = {'start_date': 20171208, 'end_date': 20180115,\n",
    "         \"universe\": \"000906.SH\",\n",
    "         \"prepare_fields\": True,\n",
    "         'fields': \"float_mv,MA5,RSI,VOL10\",\n",
    "         'freq': 1}\n",
    "dv2.init_from_config(props, ds)\n",
    "dv2.prepare_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'000807.SZ', '000898.SZ', '002294.SZ', '600179.SH', '601878.SH', '600598.SH', '600578.SH', '002506.SZ', '000987.SZ', '600885.SH', '000723.SZ', '300015.SZ', '601898.SH', '600575.SH', '600875.SH', '002608.SZ', '600393.SH', '600623.SH', '601991.SH', '600823.SH', '601212.SH', '300003.SZ', '000981.SZ', '600908.SH', '601969.SH', '300197.SZ', '002745.SZ', '000990.SZ', '600939.SH', '603225.SH', '002434.SZ', '002359.SZ', '002032.SZ', '002624.SZ', '300182.SZ', '601200.SH', '603833.SH', '600438.SH', '600346.SH', '600155.SH', '002280.SZ', '600004.SH', '600011.SH', '600390.SH', '000887.SZ', '601228.SH', '600317.SH', '601128.SH'}\n",
      "set()\n"
     ]
    }
   ],
   "source": [
    "old_symbols = dv1.symbol\n",
    "new_symbols_1 = set(dv2.symbol)-set(dv1.symbol)\n",
    "new_symbols_2 = set(dv1.symbol)-set(dv2.symbol)\n",
    "print(new_symbols_1)\n",
    "print(new_symbols_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([20170906, 20170907, 20170908, 20170911, 20170912, 20170913,\n",
       "       20170914, 20170915, 20170918, 20170919, 20170920, 20170921,\n",
       "       20170922, 20170925, 20170926, 20170927, 20170928, 20170929,\n",
       "       20171009, 20171010, 20171011, 20171012, 20171013, 20171016,\n",
       "       20171017, 20171018, 20171019, 20171020, 20171023, 20171024,\n",
       "       20171025, 20171026, 20171027, 20171030, 20171031, 20171101,\n",
       "       20171102, 20171103, 20171106, 20171107, 20171108, 20171109,\n",
       "       20171110, 20171113, 20171114, 20171115, 20171116, 20171117,\n",
       "       20171120, 20171121, 20171122, 20171123, 20171124, 20171127,\n",
       "       20171128, 20171129, 20171130, 20171201, 20171204, 20171205,\n",
       "       20171206, 20171207], dtype=int64)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dv1.dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([20171013, 20171016, 20171017, 20171018, 20171019, 20171020,\n",
       "       20171023, 20171024, 20171025, 20171026, 20171027, 20171030,\n",
       "       20171031, 20171101, 20171102, 20171103, 20171106, 20171107,\n",
       "       20171108, 20171109, 20171110, 20171113, 20171114, 20171115,\n",
       "       20171116, 20171117, 20171120, 20171121, 20171122, 20171123,\n",
       "       20171124, 20171127, 20171128, 20171129, 20171130, 20171201,\n",
       "       20171204, 20171205, 20171206, 20171207, 20171208, 20171211,\n",
       "       20171212, 20171213, 20171214, 20171215, 20171218, 20171219,\n",
       "       20171220, 20171221, 20171222, 20171225, 20171226, 20171227,\n",
       "       20171228, 20171229, 20180102, 20180103, 20180104, 20180105,\n",
       "       20180108, 20180109, 20180110, 20180111, 20180112, 20180115],\n",
       "      dtype=int64)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dv2.dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Field name [{'adjust_factor'}] not valid, ignore.\n",
      "Initialize config success.\n",
      "Query data...\n",
      "Query data - query...\n",
      "NOTE: price adjust method is [post adjust]\n",
      "当前请求daily...\n",
      "{'adjust_mode': None, 'fields': 'index_weight,symbol,high,vwap,low,trade_status,close,trade_date,close_adj,low_adj,open_adj,index_member,vwap_adj,high_adj,open'}\n",
      "当前请求daily...\n",
      "{'adjust_mode': 'post', 'fields': 'vwap,low,close,high,open,symbol,trade_date'}\n",
      "当前请求query_lb_dailyindicator...\n",
      "{'fields': 'symbol,trade_date,float_mv'}\n",
      "WARNING: some data is unavailable: \n",
      "    At fields \n",
      "Query data - daily fields prepared.\n",
      "Query instrument info...\n",
      "Query adj_factor...\n",
      "Query benchmark...\n",
      "Query benchmar member info...\n",
      "Field [index_member] is overwritten.\n",
      "Field [index_weight] is overwritten.\n",
      "Data has been successfully prepared.\n",
      "Field name [{'adjust_factor'}] not valid, ignore.\n",
      "Initialize config success.\n",
      "Query data...\n",
      "Query data - query...\n",
      "NOTE: price adjust method is [post adjust]\n",
      "当前请求daily...\n",
      "{'adjust_mode': None, 'fields': 'index_weight,symbol,high,vwap,low,trade_status,close,trade_date,close_adj,low_adj,open_adj,index_member,vwap_adj,high_adj,open'}\n",
      "当前请求daily...\n",
      "{'adjust_mode': 'post', 'fields': 'vwap,low,close,high,open,symbol,trade_date'}\n",
      "当前请求query_lb_dailyindicator...\n",
      "{'fields': 'symbol,trade_date,float_mv'}\n",
      "WARNING: some data is unavailable: \n",
      "    At fields \n",
      "Query data - daily fields prepared.\n",
      "Query instrument info...\n",
      "Query adj_factor...\n",
      "Query benchmar member info...\n",
      "Field [index_member] is overwritten.\n",
      "Field [index_weight] is overwritten.\n",
      "Data has been successfully prepared.\n"
     ]
    }
   ],
   "source": [
    "dv1.refresh_data(20180115)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <th colspan=\"10\" halign=\"left\">000723.SZ</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">603833.SH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>field</th>\n",
       "      <th>MA5</th>\n",
       "      <th>RSI</th>\n",
       "      <th>VOL10</th>\n",
       "      <th>adjust_factor</th>\n",
       "      <th>close</th>\n",
       "      <th>close_adj</th>\n",
       "      <th>float_mv</th>\n",
       "      <th>high</th>\n",
       "      <th>high_adj</th>\n",
       "      <th>index_member</th>\n",
       "      <th>...</th>\n",
       "      <th>high_adj</th>\n",
       "      <th>index_member</th>\n",
       "      <th>index_weight</th>\n",
       "      <th>low</th>\n",
       "      <th>low_adj</th>\n",
       "      <th>open</th>\n",
       "      <th>open_adj</th>\n",
       "      <th>trade_status</th>\n",
       "      <th>vwap</th>\n",
       "      <th>vwap_adj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20170906</th>\n",
       "      <td>9.226</td>\n",
       "      <td>71.6049</td>\n",
       "      <td>0.0552</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>9.19</td>\n",
       "      <td>58.418983</td>\n",
       "      <td>854787.9003</td>\n",
       "      <td>9.28</td>\n",
       "      <td>58.991095</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>102.65</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>101.80</td>\n",
       "      <td>101.80</td>\n",
       "      <td>102.25</td>\n",
       "      <td>102.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>102.225068</td>\n",
       "      <td>102.225068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170907</th>\n",
       "      <td>9.200</td>\n",
       "      <td>72.8033</td>\n",
       "      <td>0.0562</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>9.02</td>\n",
       "      <td>57.338327</td>\n",
       "      <td>838975.7194</td>\n",
       "      <td>9.23</td>\n",
       "      <td>58.673255</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104.84</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>102.20</td>\n",
       "      <td>102.20</td>\n",
       "      <td>102.43</td>\n",
       "      <td>102.43</td>\n",
       "      <td>1.0</td>\n",
       "      <td>104.076790</td>\n",
       "      <td>104.076790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170908</th>\n",
       "      <td>9.150</td>\n",
       "      <td>75.7812</td>\n",
       "      <td>0.0539</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>9.22</td>\n",
       "      <td>58.609687</td>\n",
       "      <td>857578.2852</td>\n",
       "      <td>9.23</td>\n",
       "      <td>58.673255</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>102.44</td>\n",
       "      <td>102.44</td>\n",
       "      <td>104.40</td>\n",
       "      <td>104.40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>103.359503</td>\n",
       "      <td>103.359503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170911</th>\n",
       "      <td>9.180</td>\n",
       "      <td>75.8755</td>\n",
       "      <td>0.0547</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>9.30</td>\n",
       "      <td>59.118231</td>\n",
       "      <td>865019.3116</td>\n",
       "      <td>9.33</td>\n",
       "      <td>59.308935</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>102.00</td>\n",
       "      <td>102.00</td>\n",
       "      <td>103.00</td>\n",
       "      <td>103.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>103.683370</td>\n",
       "      <td>103.683370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170912</th>\n",
       "      <td>9.184</td>\n",
       "      <td>65.7277</td>\n",
       "      <td>0.0576</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>9.19</td>\n",
       "      <td>58.418983</td>\n",
       "      <td>854787.9003</td>\n",
       "      <td>9.74</td>\n",
       "      <td>61.915222</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>105.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>103.85</td>\n",
       "      <td>103.85</td>\n",
       "      <td>103.90</td>\n",
       "      <td>103.90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>104.722337</td>\n",
       "      <td>104.722337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170913</th>\n",
       "      <td>9.146</td>\n",
       "      <td>60.0000</td>\n",
       "      <td>0.0562</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>9.00</td>\n",
       "      <td>57.211191</td>\n",
       "      <td>837115.4628</td>\n",
       "      <td>9.16</td>\n",
       "      <td>58.228279</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104.94</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>103.02</td>\n",
       "      <td>103.02</td>\n",
       "      <td>104.94</td>\n",
       "      <td>104.94</td>\n",
       "      <td>1.0</td>\n",
       "      <td>103.646842</td>\n",
       "      <td>103.646842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170914</th>\n",
       "      <td>9.120</td>\n",
       "      <td>60.5263</td>\n",
       "      <td>0.0499</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.89</td>\n",
       "      <td>56.511943</td>\n",
       "      <td>826884.0516</td>\n",
       "      <td>9.12</td>\n",
       "      <td>57.974007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>103.98</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>101.50</td>\n",
       "      <td>101.50</td>\n",
       "      <td>103.60</td>\n",
       "      <td>103.60</td>\n",
       "      <td>1.0</td>\n",
       "      <td>102.625653</td>\n",
       "      <td>102.625653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170915</th>\n",
       "      <td>9.050</td>\n",
       "      <td>55.7692</td>\n",
       "      <td>0.0422</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.87</td>\n",
       "      <td>56.384807</td>\n",
       "      <td>825023.7950</td>\n",
       "      <td>8.99</td>\n",
       "      <td>57.147623</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>105.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>101.82</td>\n",
       "      <td>101.82</td>\n",
       "      <td>102.50</td>\n",
       "      <td>102.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>104.175556</td>\n",
       "      <td>104.175556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170918</th>\n",
       "      <td>8.956</td>\n",
       "      <td>40.0000</td>\n",
       "      <td>0.0359</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.83</td>\n",
       "      <td>56.130535</td>\n",
       "      <td>821303.2818</td>\n",
       "      <td>8.93</td>\n",
       "      <td>56.766215</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>106.13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>103.58</td>\n",
       "      <td>103.58</td>\n",
       "      <td>103.61</td>\n",
       "      <td>103.61</td>\n",
       "      <td>1.0</td>\n",
       "      <td>105.155472</td>\n",
       "      <td>105.155472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170919</th>\n",
       "      <td>8.860</td>\n",
       "      <td>22.8571</td>\n",
       "      <td>0.0330</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.71</td>\n",
       "      <td>55.367719</td>\n",
       "      <td>810141.7423</td>\n",
       "      <td>9.15</td>\n",
       "      <td>58.164711</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>106.48</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>104.51</td>\n",
       "      <td>104.51</td>\n",
       "      <td>105.01</td>\n",
       "      <td>105.01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>105.086167</td>\n",
       "      <td>105.086167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170920</th>\n",
       "      <td>8.754</td>\n",
       "      <td>24.2424</td>\n",
       "      <td>0.0312</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.47</td>\n",
       "      <td>53.842088</td>\n",
       "      <td>787818.6633</td>\n",
       "      <td>8.77</td>\n",
       "      <td>55.749127</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>105.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>104.30</td>\n",
       "      <td>104.30</td>\n",
       "      <td>105.80</td>\n",
       "      <td>105.80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>104.854163</td>\n",
       "      <td>104.854163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170921</th>\n",
       "      <td>8.644</td>\n",
       "      <td>20.9790</td>\n",
       "      <td>0.0307</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.34</td>\n",
       "      <td>53.015704</td>\n",
       "      <td>775726.9955</td>\n",
       "      <td>8.58</td>\n",
       "      <td>54.541335</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104.95</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>104.31</td>\n",
       "      <td>104.31</td>\n",
       "      <td>104.80</td>\n",
       "      <td>104.80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>104.506262</td>\n",
       "      <td>104.506262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170922</th>\n",
       "      <td>8.534</td>\n",
       "      <td>19.5804</td>\n",
       "      <td>0.0292</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.32</td>\n",
       "      <td>52.888568</td>\n",
       "      <td>773866.7389</td>\n",
       "      <td>8.46</td>\n",
       "      <td>53.778520</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104.87</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>102.02</td>\n",
       "      <td>102.02</td>\n",
       "      <td>104.11</td>\n",
       "      <td>104.11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>103.096019</td>\n",
       "      <td>103.096019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170925</th>\n",
       "      <td>8.440</td>\n",
       "      <td>24.6154</td>\n",
       "      <td>0.0261</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.36</td>\n",
       "      <td>53.142840</td>\n",
       "      <td>777587.2521</td>\n",
       "      <td>8.51</td>\n",
       "      <td>54.096359</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>103.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>102.50</td>\n",
       "      <td>102.50</td>\n",
       "      <td>102.50</td>\n",
       "      <td>102.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>103.250206</td>\n",
       "      <td>103.250206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170926</th>\n",
       "      <td>8.384</td>\n",
       "      <td>16.2393</td>\n",
       "      <td>0.0212</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.43</td>\n",
       "      <td>53.587816</td>\n",
       "      <td>784098.1502</td>\n",
       "      <td>8.48</td>\n",
       "      <td>53.905656</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>103.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>102.04</td>\n",
       "      <td>102.04</td>\n",
       "      <td>103.00</td>\n",
       "      <td>103.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>102.445493</td>\n",
       "      <td>102.445493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170927</th>\n",
       "      <td>8.366</td>\n",
       "      <td>9.6491</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.38</td>\n",
       "      <td>53.269976</td>\n",
       "      <td>779447.5087</td>\n",
       "      <td>8.52</td>\n",
       "      <td>54.159927</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>102.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>101.96</td>\n",
       "      <td>101.96</td>\n",
       "      <td>102.77</td>\n",
       "      <td>102.77</td>\n",
       "      <td>1.0</td>\n",
       "      <td>102.289758</td>\n",
       "      <td>102.289758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170928</th>\n",
       "      <td>8.408</td>\n",
       "      <td>23.3333</td>\n",
       "      <td>0.0187</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.55</td>\n",
       "      <td>54.350631</td>\n",
       "      <td>924463.9723</td>\n",
       "      <td>8.63</td>\n",
       "      <td>54.859175</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>102.95</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>101.80</td>\n",
       "      <td>101.80</td>\n",
       "      <td>102.02</td>\n",
       "      <td>102.02</td>\n",
       "      <td>1.0</td>\n",
       "      <td>102.290158</td>\n",
       "      <td>102.290158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170929</th>\n",
       "      <td>8.528</td>\n",
       "      <td>47.1014</td>\n",
       "      <td>0.0184</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.92</td>\n",
       "      <td>56.702647</td>\n",
       "      <td>964470.0155</td>\n",
       "      <td>8.96</td>\n",
       "      <td>56.956919</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>102.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>101.90</td>\n",
       "      <td>101.90</td>\n",
       "      <td>102.18</td>\n",
       "      <td>102.18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>102.358139</td>\n",
       "      <td>102.358139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171009</th>\n",
       "      <td>8.636</td>\n",
       "      <td>50.3876</td>\n",
       "      <td>0.0186</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.90</td>\n",
       "      <td>56.575511</td>\n",
       "      <td>962307.5267</td>\n",
       "      <td>8.98</td>\n",
       "      <td>57.084055</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>102.82</td>\n",
       "      <td>102.82</td>\n",
       "      <td>103.00</td>\n",
       "      <td>103.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>103.591335</td>\n",
       "      <td>103.591335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171010</th>\n",
       "      <td>8.714</td>\n",
       "      <td>48.1481</td>\n",
       "      <td>0.0209</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.82</td>\n",
       "      <td>56.066967</td>\n",
       "      <td>953657.5714</td>\n",
       "      <td>9.45</td>\n",
       "      <td>60.071751</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>105.23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>103.56</td>\n",
       "      <td>103.56</td>\n",
       "      <td>104.00</td>\n",
       "      <td>104.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>104.575316</td>\n",
       "      <td>104.575316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171011</th>\n",
       "      <td>8.774</td>\n",
       "      <td>44.8276</td>\n",
       "      <td>0.0195</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.68</td>\n",
       "      <td>55.177015</td>\n",
       "      <td>938520.1496</td>\n",
       "      <td>8.95</td>\n",
       "      <td>56.893351</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>115.39</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>104.12</td>\n",
       "      <td>104.12</td>\n",
       "      <td>104.88</td>\n",
       "      <td>104.88</td>\n",
       "      <td>1.0</td>\n",
       "      <td>111.182050</td>\n",
       "      <td>111.182050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171012</th>\n",
       "      <td>8.802</td>\n",
       "      <td>49.2537</td>\n",
       "      <td>0.0183</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.69</td>\n",
       "      <td>55.240583</td>\n",
       "      <td>939601.3940</td>\n",
       "      <td>8.75</td>\n",
       "      <td>55.621991</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>116.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>110.02</td>\n",
       "      <td>110.02</td>\n",
       "      <td>112.32</td>\n",
       "      <td>112.32</td>\n",
       "      <td>1.0</td>\n",
       "      <td>113.001400</td>\n",
       "      <td>113.001400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171013</th>\n",
       "      <td>8.796</td>\n",
       "      <td>66.1538</td>\n",
       "      <td>0.0187</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.89</td>\n",
       "      <td>56.511943</td>\n",
       "      <td>961226.2823</td>\n",
       "      <td>9.09</td>\n",
       "      <td>57.783303</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>112.96</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>109.75</td>\n",
       "      <td>109.75</td>\n",
       "      <td>110.71</td>\n",
       "      <td>110.71</td>\n",
       "      <td>1.0</td>\n",
       "      <td>110.911472</td>\n",
       "      <td>110.911472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171016</th>\n",
       "      <td>8.796</td>\n",
       "      <td>73.7288</td>\n",
       "      <td>0.0186</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.90</td>\n",
       "      <td>56.575511</td>\n",
       "      <td>962307.5267</td>\n",
       "      <td>8.99</td>\n",
       "      <td>57.147623</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>115.28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>110.65</td>\n",
       "      <td>110.65</td>\n",
       "      <td>110.66</td>\n",
       "      <td>110.66</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112.465285</td>\n",
       "      <td>112.465285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171017</th>\n",
       "      <td>8.788</td>\n",
       "      <td>67.9687</td>\n",
       "      <td>0.0189</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.78</td>\n",
       "      <td>55.812695</td>\n",
       "      <td>949332.5937</td>\n",
       "      <td>8.93</td>\n",
       "      <td>56.766215</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>114.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>112.00</td>\n",
       "      <td>112.00</td>\n",
       "      <td>112.00</td>\n",
       "      <td>112.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>113.473567</td>\n",
       "      <td>113.473567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171018</th>\n",
       "      <td>8.788</td>\n",
       "      <td>61.9403</td>\n",
       "      <td>0.0189</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.68</td>\n",
       "      <td>55.177015</td>\n",
       "      <td>938520.1496</td>\n",
       "      <td>8.86</td>\n",
       "      <td>56.321239</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>115.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>113.03</td>\n",
       "      <td>113.03</td>\n",
       "      <td>115.85</td>\n",
       "      <td>115.85</td>\n",
       "      <td>1.0</td>\n",
       "      <td>114.507119</td>\n",
       "      <td>114.507119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171019</th>\n",
       "      <td>8.766</td>\n",
       "      <td>55.4745</td>\n",
       "      <td>0.0182</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.58</td>\n",
       "      <td>54.541335</td>\n",
       "      <td>927707.7055</td>\n",
       "      <td>8.83</td>\n",
       "      <td>56.130535</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>114.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>112.22</td>\n",
       "      <td>112.22</td>\n",
       "      <td>114.76</td>\n",
       "      <td>114.76</td>\n",
       "      <td>1.0</td>\n",
       "      <td>113.188282</td>\n",
       "      <td>113.188282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171020</th>\n",
       "      <td>8.682</td>\n",
       "      <td>53.1469</td>\n",
       "      <td>0.0164</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.47</td>\n",
       "      <td>53.842088</td>\n",
       "      <td>915814.0170</td>\n",
       "      <td>8.55</td>\n",
       "      <td>54.350631</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>112.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>110.68</td>\n",
       "      <td>110.68</td>\n",
       "      <td>112.11</td>\n",
       "      <td>112.11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>111.652485</td>\n",
       "      <td>111.652485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171023</th>\n",
       "      <td>8.626</td>\n",
       "      <td>52.4823</td>\n",
       "      <td>0.0166</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.62</td>\n",
       "      <td>54.795607</td>\n",
       "      <td>932032.6831</td>\n",
       "      <td>8.83</td>\n",
       "      <td>56.130535</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>115.55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>112.00</td>\n",
       "      <td>112.00</td>\n",
       "      <td>112.97</td>\n",
       "      <td>112.97</td>\n",
       "      <td>1.0</td>\n",
       "      <td>114.131613</td>\n",
       "      <td>114.131613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171024</th>\n",
       "      <td>8.590</td>\n",
       "      <td>34.9057</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>8.60</td>\n",
       "      <td>54.668471</td>\n",
       "      <td>929870.1943</td>\n",
       "      <td>8.67</td>\n",
       "      <td>55.113447</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>115.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>113.62</td>\n",
       "      <td>113.62</td>\n",
       "      <td>115.60</td>\n",
       "      <td>115.60</td>\n",
       "      <td>1.0</td>\n",
       "      <td>114.477690</td>\n",
       "      <td>114.477690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171204</th>\n",
       "      <td>7.450</td>\n",
       "      <td>12.6437</td>\n",
       "      <td>0.0097</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.39</td>\n",
       "      <td>46.976745</td>\n",
       "      <td>799039.6205</td>\n",
       "      <td>7.49</td>\n",
       "      <td>47.612425</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>113.38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>108.96</td>\n",
       "      <td>108.96</td>\n",
       "      <td>112.95</td>\n",
       "      <td>112.95</td>\n",
       "      <td>1.0</td>\n",
       "      <td>110.315289</td>\n",
       "      <td>110.315289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171205</th>\n",
       "      <td>7.392</td>\n",
       "      <td>13.4146</td>\n",
       "      <td>0.0099</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.29</td>\n",
       "      <td>46.341065</td>\n",
       "      <td>788227.1763</td>\n",
       "      <td>7.48</td>\n",
       "      <td>47.548857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>111.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>109.33</td>\n",
       "      <td>109.33</td>\n",
       "      <td>109.71</td>\n",
       "      <td>109.71</td>\n",
       "      <td>1.0</td>\n",
       "      <td>110.861052</td>\n",
       "      <td>110.861052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171206</th>\n",
       "      <td>7.344</td>\n",
       "      <td>10.9756</td>\n",
       "      <td>0.0088</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.27</td>\n",
       "      <td>46.213929</td>\n",
       "      <td>786064.6875</td>\n",
       "      <td>7.40</td>\n",
       "      <td>47.040313</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>112.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>109.51</td>\n",
       "      <td>109.51</td>\n",
       "      <td>110.92</td>\n",
       "      <td>110.92</td>\n",
       "      <td>1.0</td>\n",
       "      <td>110.645761</td>\n",
       "      <td>110.645761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171207</th>\n",
       "      <td>7.314</td>\n",
       "      <td>10.9756</td>\n",
       "      <td>0.0086</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.23</td>\n",
       "      <td>45.959657</td>\n",
       "      <td>781739.7099</td>\n",
       "      <td>7.38</td>\n",
       "      <td>46.913177</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>111.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>107.80</td>\n",
       "      <td>107.80</td>\n",
       "      <td>111.70</td>\n",
       "      <td>111.70</td>\n",
       "      <td>1.0</td>\n",
       "      <td>108.925156</td>\n",
       "      <td>108.925156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171208</th>\n",
       "      <td>7.272</td>\n",
       "      <td>13.8462</td>\n",
       "      <td>0.0091</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.18</td>\n",
       "      <td>45.641817</td>\n",
       "      <td>776333.4878</td>\n",
       "      <td>7.23</td>\n",
       "      <td>45.959657</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>112.56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>108.00</td>\n",
       "      <td>108.00</td>\n",
       "      <td>108.89</td>\n",
       "      <td>108.89</td>\n",
       "      <td>1.0</td>\n",
       "      <td>111.127995</td>\n",
       "      <td>111.127995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171211</th>\n",
       "      <td>7.234</td>\n",
       "      <td>19.2982</td>\n",
       "      <td>0.0095</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.20</td>\n",
       "      <td>45.768953</td>\n",
       "      <td>778495.9766</td>\n",
       "      <td>7.25</td>\n",
       "      <td>46.086793</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>116.98</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>111.60</td>\n",
       "      <td>111.60</td>\n",
       "      <td>111.85</td>\n",
       "      <td>111.85</td>\n",
       "      <td>1.0</td>\n",
       "      <td>115.209409</td>\n",
       "      <td>115.209409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171212</th>\n",
       "      <td>7.218</td>\n",
       "      <td>22.2222</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.21</td>\n",
       "      <td>45.832521</td>\n",
       "      <td>779577.2211</td>\n",
       "      <td>7.65</td>\n",
       "      <td>48.629512</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>116.99</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>115.01</td>\n",
       "      <td>115.01</td>\n",
       "      <td>115.94</td>\n",
       "      <td>115.94</td>\n",
       "      <td>1.0</td>\n",
       "      <td>116.085122</td>\n",
       "      <td>116.085122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171213</th>\n",
       "      <td>7.208</td>\n",
       "      <td>24.0741</td>\n",
       "      <td>0.0102</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.22</td>\n",
       "      <td>45.896089</td>\n",
       "      <td>780658.4655</td>\n",
       "      <td>7.29</td>\n",
       "      <td>46.341065</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>117.19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>115.28</td>\n",
       "      <td>115.28</td>\n",
       "      <td>116.50</td>\n",
       "      <td>116.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>115.860646</td>\n",
       "      <td>115.860646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171214</th>\n",
       "      <td>7.202</td>\n",
       "      <td>10.4167</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.20</td>\n",
       "      <td>45.768953</td>\n",
       "      <td>778495.9766</td>\n",
       "      <td>7.26</td>\n",
       "      <td>46.150361</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>120.77</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>116.20</td>\n",
       "      <td>116.20</td>\n",
       "      <td>117.00</td>\n",
       "      <td>117.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>119.123196</td>\n",
       "      <td>119.123196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171215</th>\n",
       "      <td>7.200</td>\n",
       "      <td>11.3636</td>\n",
       "      <td>0.0094</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.17</td>\n",
       "      <td>45.578249</td>\n",
       "      <td>775252.2434</td>\n",
       "      <td>7.29</td>\n",
       "      <td>46.341065</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>120.38</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>118.50</td>\n",
       "      <td>118.50</td>\n",
       "      <td>119.80</td>\n",
       "      <td>119.80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>119.332077</td>\n",
       "      <td>119.332077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171218</th>\n",
       "      <td>7.218</td>\n",
       "      <td>39.5349</td>\n",
       "      <td>0.0092</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.29</td>\n",
       "      <td>46.341065</td>\n",
       "      <td>788227.1763</td>\n",
       "      <td>7.31</td>\n",
       "      <td>46.468201</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>122.80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>117.50</td>\n",
       "      <td>117.50</td>\n",
       "      <td>120.79</td>\n",
       "      <td>120.79</td>\n",
       "      <td>1.0</td>\n",
       "      <td>119.822200</td>\n",
       "      <td>119.822200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171219</th>\n",
       "      <td>7.214</td>\n",
       "      <td>30.7692</td>\n",
       "      <td>0.0089</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.19</td>\n",
       "      <td>45.705385</td>\n",
       "      <td>777414.7322</td>\n",
       "      <td>7.28</td>\n",
       "      <td>46.277497</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>122.43</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>118.60</td>\n",
       "      <td>118.60</td>\n",
       "      <td>119.25</td>\n",
       "      <td>119.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>120.856021</td>\n",
       "      <td>120.856021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171220</th>\n",
       "      <td>7.190</td>\n",
       "      <td>26.2295</td>\n",
       "      <td>0.0089</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.10</td>\n",
       "      <td>45.133273</td>\n",
       "      <td>767683.5325</td>\n",
       "      <td>7.21</td>\n",
       "      <td>45.832521</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>122.55</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>121.01</td>\n",
       "      <td>121.01</td>\n",
       "      <td>122.32</td>\n",
       "      <td>122.32</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.547606</td>\n",
       "      <td>121.547606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171221</th>\n",
       "      <td>7.172</td>\n",
       "      <td>32.6923</td>\n",
       "      <td>0.0088</td>\n",
       "      <td>6.356799</td>\n",
       "      <td>7.11</td>\n",
       "      <td>45.196841</td>\n",
       "      <td>768764.7769</td>\n",
       "      <td>7.14</td>\n",
       "      <td>45.387545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>123.17</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>120.71</td>\n",
       "      <td>120.71</td>\n",
       "      <td>121.77</td>\n",
       "      <td>121.77</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.896650</td>\n",
       "      <td>121.896650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171222</th>\n",
       "      <td>7.158</td>\n",
       "      <td>33.3333</td>\n",
       "      <td>0.0086</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>7.10</td>\n",
       "      <td>46.159585</td>\n",
       "      <td>767683.5325</td>\n",
       "      <td>7.16</td>\n",
       "      <td>46.549666</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>122.48</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>120.75</td>\n",
       "      <td>120.75</td>\n",
       "      <td>122.10</td>\n",
       "      <td>122.10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.199551</td>\n",
       "      <td>121.199551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171225</th>\n",
       "      <td>7.104</td>\n",
       "      <td>30.9091</td>\n",
       "      <td>0.0087</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>7.02</td>\n",
       "      <td>45.639477</td>\n",
       "      <td>759033.5772</td>\n",
       "      <td>7.09</td>\n",
       "      <td>46.094572</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>122.47</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>120.09</td>\n",
       "      <td>120.09</td>\n",
       "      <td>121.00</td>\n",
       "      <td>121.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.297588</td>\n",
       "      <td>121.297588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171226</th>\n",
       "      <td>7.072</td>\n",
       "      <td>35.2941</td>\n",
       "      <td>0.0080</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>7.03</td>\n",
       "      <td>45.704491</td>\n",
       "      <td>760114.8216</td>\n",
       "      <td>7.08</td>\n",
       "      <td>46.029558</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>123.27</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>118.35</td>\n",
       "      <td>118.35</td>\n",
       "      <td>122.18</td>\n",
       "      <td>122.18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>120.592949</td>\n",
       "      <td>120.592949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171227</th>\n",
       "      <td>7.062</td>\n",
       "      <td>35.2941</td>\n",
       "      <td>0.0080</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>7.05</td>\n",
       "      <td>45.834518</td>\n",
       "      <td>762277.3105</td>\n",
       "      <td>7.21</td>\n",
       "      <td>46.874734</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>119.60</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>116.85</td>\n",
       "      <td>116.85</td>\n",
       "      <td>119.17</td>\n",
       "      <td>119.17</td>\n",
       "      <td>1.0</td>\n",
       "      <td>118.093832</td>\n",
       "      <td>118.093832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171228</th>\n",
       "      <td>7.034</td>\n",
       "      <td>29.3103</td>\n",
       "      <td>0.0083</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.97</td>\n",
       "      <td>45.314410</td>\n",
       "      <td>753627.3552</td>\n",
       "      <td>7.06</td>\n",
       "      <td>45.899531</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>119.99</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>116.33</td>\n",
       "      <td>116.33</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "      <td>1.0</td>\n",
       "      <td>117.532067</td>\n",
       "      <td>117.532067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171229</th>\n",
       "      <td>6.992</td>\n",
       "      <td>24.6154</td>\n",
       "      <td>0.0089</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.89</td>\n",
       "      <td>44.794302</td>\n",
       "      <td>744977.3999</td>\n",
       "      <td>7.02</td>\n",
       "      <td>45.639477</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>119.88</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>117.26</td>\n",
       "      <td>117.26</td>\n",
       "      <td>117.49</td>\n",
       "      <td>117.49</td>\n",
       "      <td>1.0</td>\n",
       "      <td>118.286164</td>\n",
       "      <td>118.286164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180102</th>\n",
       "      <td>6.964</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>0.0087</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.88</td>\n",
       "      <td>44.729288</td>\n",
       "      <td>743896.1555</td>\n",
       "      <td>6.93</td>\n",
       "      <td>45.054355</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>122.02</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>118.00</td>\n",
       "      <td>118.00</td>\n",
       "      <td>119.50</td>\n",
       "      <td>119.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>119.773538</td>\n",
       "      <td>119.773538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180103</th>\n",
       "      <td>6.922</td>\n",
       "      <td>23.8806</td>\n",
       "      <td>0.0095</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.82</td>\n",
       "      <td>44.339207</td>\n",
       "      <td>737408.6890</td>\n",
       "      <td>6.91</td>\n",
       "      <td>44.924329</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>122.60</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>120.57</td>\n",
       "      <td>120.57</td>\n",
       "      <td>121.38</td>\n",
       "      <td>121.38</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.654905</td>\n",
       "      <td>121.654905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180104</th>\n",
       "      <td>6.860</td>\n",
       "      <td>6.3492</td>\n",
       "      <td>0.0108</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.74</td>\n",
       "      <td>43.819099</td>\n",
       "      <td>728758.7337</td>\n",
       "      <td>6.82</td>\n",
       "      <td>44.339207</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>125.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>120.75</td>\n",
       "      <td>120.75</td>\n",
       "      <td>120.75</td>\n",
       "      <td>120.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>123.384348</td>\n",
       "      <td>123.384348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180105</th>\n",
       "      <td>6.812</td>\n",
       "      <td>7.4074</td>\n",
       "      <td>0.0111</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.73</td>\n",
       "      <td>43.754086</td>\n",
       "      <td>727677.4893</td>\n",
       "      <td>6.78</td>\n",
       "      <td>44.079153</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>125.30</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>123.05</td>\n",
       "      <td>123.05</td>\n",
       "      <td>124.39</td>\n",
       "      <td>124.39</td>\n",
       "      <td>1.0</td>\n",
       "      <td>124.394464</td>\n",
       "      <td>124.394464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180108</th>\n",
       "      <td>6.804</td>\n",
       "      <td>28.0702</td>\n",
       "      <td>0.0134</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.85</td>\n",
       "      <td>44.534247</td>\n",
       "      <td>740652.4222</td>\n",
       "      <td>6.93</td>\n",
       "      <td>45.054355</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>128.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>124.50</td>\n",
       "      <td>124.50</td>\n",
       "      <td>124.93</td>\n",
       "      <td>124.93</td>\n",
       "      <td>1.0</td>\n",
       "      <td>126.851383</td>\n",
       "      <td>126.851383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180109</th>\n",
       "      <td>6.796</td>\n",
       "      <td>26.3158</td>\n",
       "      <td>0.0142</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.84</td>\n",
       "      <td>44.469234</td>\n",
       "      <td>739571.1778</td>\n",
       "      <td>6.97</td>\n",
       "      <td>45.314410</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>128.66</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>125.33</td>\n",
       "      <td>125.33</td>\n",
       "      <td>126.89</td>\n",
       "      <td>126.89</td>\n",
       "      <td>1.0</td>\n",
       "      <td>127.164602</td>\n",
       "      <td>127.164602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180110</th>\n",
       "      <td>6.770</td>\n",
       "      <td>21.1268</td>\n",
       "      <td>0.0152</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.69</td>\n",
       "      <td>43.494032</td>\n",
       "      <td>723352.5116</td>\n",
       "      <td>6.84</td>\n",
       "      <td>44.469234</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>129.95</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>127.00</td>\n",
       "      <td>127.00</td>\n",
       "      <td>128.60</td>\n",
       "      <td>128.60</td>\n",
       "      <td>1.0</td>\n",
       "      <td>128.735971</td>\n",
       "      <td>128.735971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180111</th>\n",
       "      <td>6.762</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>0.0154</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.70</td>\n",
       "      <td>43.559045</td>\n",
       "      <td>724433.7560</td>\n",
       "      <td>6.75</td>\n",
       "      <td>43.884113</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>128.69</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>124.88</td>\n",
       "      <td>124.88</td>\n",
       "      <td>127.86</td>\n",
       "      <td>127.86</td>\n",
       "      <td>1.0</td>\n",
       "      <td>126.273751</td>\n",
       "      <td>126.273751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180112</th>\n",
       "      <td>6.762</td>\n",
       "      <td>27.2727</td>\n",
       "      <td>0.0156</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.73</td>\n",
       "      <td>43.754086</td>\n",
       "      <td>727677.4893</td>\n",
       "      <td>6.78</td>\n",
       "      <td>44.079153</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>124.88</td>\n",
       "      <td>124.88</td>\n",
       "      <td>125.21</td>\n",
       "      <td>125.21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>128.551236</td>\n",
       "      <td>128.551236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180115</th>\n",
       "      <td>6.730</td>\n",
       "      <td>23.5294</td>\n",
       "      <td>0.0155</td>\n",
       "      <td>6.501350</td>\n",
       "      <td>6.69</td>\n",
       "      <td>43.494032</td>\n",
       "      <td>723352.5116</td>\n",
       "      <td>6.75</td>\n",
       "      <td>43.884113</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>135.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00031</td>\n",
       "      <td>128.30</td>\n",
       "      <td>128.30</td>\n",
       "      <td>129.05</td>\n",
       "      <td>129.05</td>\n",
       "      <td>1.0</td>\n",
       "      <td>132.675773</td>\n",
       "      <td>132.675773</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>88 rows × 864 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "symbol     000723.SZ                                                  \\\n",
       "field            MA5      RSI   VOL10 adjust_factor close  close_adj   \n",
       "trade_date                                                             \n",
       "20170906       9.226  71.6049  0.0552      6.356799  9.19  58.418983   \n",
       "20170907       9.200  72.8033  0.0562      6.356799  9.02  57.338327   \n",
       "20170908       9.150  75.7812  0.0539      6.356799  9.22  58.609687   \n",
       "20170911       9.180  75.8755  0.0547      6.356799  9.30  59.118231   \n",
       "20170912       9.184  65.7277  0.0576      6.356799  9.19  58.418983   \n",
       "20170913       9.146  60.0000  0.0562      6.356799  9.00  57.211191   \n",
       "20170914       9.120  60.5263  0.0499      6.356799  8.89  56.511943   \n",
       "20170915       9.050  55.7692  0.0422      6.356799  8.87  56.384807   \n",
       "20170918       8.956  40.0000  0.0359      6.356799  8.83  56.130535   \n",
       "20170919       8.860  22.8571  0.0330      6.356799  8.71  55.367719   \n",
       "20170920       8.754  24.2424  0.0312      6.356799  8.47  53.842088   \n",
       "20170921       8.644  20.9790  0.0307      6.356799  8.34  53.015704   \n",
       "20170922       8.534  19.5804  0.0292      6.356799  8.32  52.888568   \n",
       "20170925       8.440  24.6154  0.0261      6.356799  8.36  53.142840   \n",
       "20170926       8.384  16.2393  0.0212      6.356799  8.43  53.587816   \n",
       "20170927       8.366   9.6491  0.0190      6.356799  8.38  53.269976   \n",
       "20170928       8.408  23.3333  0.0187      6.356799  8.55  54.350631   \n",
       "20170929       8.528  47.1014  0.0184      6.356799  8.92  56.702647   \n",
       "20171009       8.636  50.3876  0.0186      6.356799  8.90  56.575511   \n",
       "20171010       8.714  48.1481  0.0209      6.356799  8.82  56.066967   \n",
       "20171011       8.774  44.8276  0.0195      6.356799  8.68  55.177015   \n",
       "20171012       8.802  49.2537  0.0183      6.356799  8.69  55.240583   \n",
       "20171013       8.796  66.1538  0.0187      6.356799  8.89  56.511943   \n",
       "20171016       8.796  73.7288  0.0186      6.356799  8.90  56.575511   \n",
       "20171017       8.788  67.9687  0.0189      6.356799  8.78  55.812695   \n",
       "20171018       8.788  61.9403  0.0189      6.356799  8.68  55.177015   \n",
       "20171019       8.766  55.4745  0.0182      6.356799  8.58  54.541335   \n",
       "20171020       8.682  53.1469  0.0164      6.356799  8.47  53.842088   \n",
       "20171023       8.626  52.4823  0.0166      6.356799  8.62  54.795607   \n",
       "20171024       8.590  34.9057  0.0130      6.356799  8.60  54.668471   \n",
       "...              ...      ...     ...           ...   ...        ...   \n",
       "20171204       7.450  12.6437  0.0097      6.356799  7.39  46.976745   \n",
       "20171205       7.392  13.4146  0.0099      6.356799  7.29  46.341065   \n",
       "20171206       7.344  10.9756  0.0088      6.356799  7.27  46.213929   \n",
       "20171207       7.314  10.9756  0.0086      6.356799  7.23  45.959657   \n",
       "20171208       7.272  13.8462  0.0091      6.356799  7.18  45.641817   \n",
       "20171211       7.234  19.2982  0.0095      6.356799  7.20  45.768953   \n",
       "20171212       7.218  22.2222  0.0100      6.356799  7.21  45.832521   \n",
       "20171213       7.208  24.0741  0.0102      6.356799  7.22  45.896089   \n",
       "20171214       7.202  10.4167  0.0098      6.356799  7.20  45.768953   \n",
       "20171215       7.200  11.3636  0.0094      6.356799  7.17  45.578249   \n",
       "20171218       7.218  39.5349  0.0092      6.356799  7.29  46.341065   \n",
       "20171219       7.214  30.7692  0.0089      6.356799  7.19  45.705385   \n",
       "20171220       7.190  26.2295  0.0089      6.356799  7.10  45.133273   \n",
       "20171221       7.172  32.6923  0.0088      6.356799  7.11  45.196841   \n",
       "20171222       7.158  33.3333  0.0086      6.501350  7.10  46.159585   \n",
       "20171225       7.104  30.9091  0.0087      6.501350  7.02  45.639477   \n",
       "20171226       7.072  35.2941  0.0080      6.501350  7.03  45.704491   \n",
       "20171227       7.062  35.2941  0.0080      6.501350  7.05  45.834518   \n",
       "20171228       7.034  29.3103  0.0083      6.501350  6.97  45.314410   \n",
       "20171229       6.992  24.6154  0.0089      6.501350  6.89  44.794302   \n",
       "20180102       6.964  25.0000  0.0087      6.501350  6.88  44.729288   \n",
       "20180103       6.922  23.8806  0.0095      6.501350  6.82  44.339207   \n",
       "20180104       6.860   6.3492  0.0108      6.501350  6.74  43.819099   \n",
       "20180105       6.812   7.4074  0.0111      6.501350  6.73  43.754086   \n",
       "20180108       6.804  28.0702  0.0134      6.501350  6.85  44.534247   \n",
       "20180109       6.796  26.3158  0.0142      6.501350  6.84  44.469234   \n",
       "20180110       6.770  21.1268  0.0152      6.501350  6.69  43.494032   \n",
       "20180111       6.762  25.0000  0.0154      6.501350  6.70  43.559045   \n",
       "20180112       6.762  27.2727  0.0156      6.501350  6.73  43.754086   \n",
       "20180115       6.730  23.5294  0.0155      6.501350  6.69  43.494032   \n",
       "\n",
       "symbol                                                    ...     603833.SH  \\\n",
       "field          float_mv  high   high_adj index_member     ...      high_adj   \n",
       "trade_date                                                ...                 \n",
       "20170906    854787.9003  9.28  58.991095          0.0     ...        102.65   \n",
       "20170907    838975.7194  9.23  58.673255          0.0     ...        104.84   \n",
       "20170908    857578.2852  9.23  58.673255          0.0     ...        104.89   \n",
       "20170911    865019.3116  9.33  59.308935          0.0     ...        104.50   \n",
       "20170912    854787.9003  9.74  61.915222          0.0     ...        105.49   \n",
       "20170913    837115.4628  9.16  58.228279          0.0     ...        104.94   \n",
       "20170914    826884.0516  9.12  57.974007          0.0     ...        103.98   \n",
       "20170915    825023.7950  8.99  57.147623          0.0     ...        105.25   \n",
       "20170918    821303.2818  8.93  56.766215          0.0     ...        106.13   \n",
       "20170919    810141.7423  9.15  58.164711          0.0     ...        106.48   \n",
       "20170920    787818.6633  8.77  55.749127          0.0     ...        105.80   \n",
       "20170921    775726.9955  8.58  54.541335          0.0     ...        104.95   \n",
       "20170922    773866.7389  8.46  53.778520          0.0     ...        104.87   \n",
       "20170925    777587.2521  8.51  54.096359          0.0     ...        103.97   \n",
       "20170926    784098.1502  8.48  53.905656          0.0     ...        103.50   \n",
       "20170927    779447.5087  8.52  54.159927          0.0     ...        102.77   \n",
       "20170928    924463.9723  8.63  54.859175          0.0     ...        102.95   \n",
       "20170929    964470.0155  8.96  56.956919          0.0     ...        102.92   \n",
       "20171009    962307.5267  8.98  57.084055          0.0     ...        104.50   \n",
       "20171010    953657.5714  9.45  60.071751          0.0     ...        105.23   \n",
       "20171011    938520.1496  8.95  56.893351          0.0     ...        115.39   \n",
       "20171012    939601.3940  8.75  55.621991          0.0     ...        116.00   \n",
       "20171013    961226.2823  9.09  57.783303          0.0     ...        112.96   \n",
       "20171016    962307.5267  8.99  57.147623          0.0     ...        115.28   \n",
       "20171017    949332.5937  8.93  56.766215          0.0     ...        114.80   \n",
       "20171018    938520.1496  8.86  56.321239          0.0     ...        115.85   \n",
       "20171019    927707.7055  8.83  56.130535          0.0     ...        114.77   \n",
       "20171020    915814.0170  8.55  54.350631          0.0     ...        112.67   \n",
       "20171023    932032.6831  8.83  56.130535          0.0     ...        115.55   \n",
       "20171024    929870.1943  8.67  55.113447          0.0     ...        115.60   \n",
       "...                 ...   ...        ...          ...     ...           ...   \n",
       "20171204    799039.6205  7.49  47.612425          0.0     ...        113.38   \n",
       "20171205    788227.1763  7.48  47.548857          0.0     ...        111.30   \n",
       "20171206    786064.6875  7.40  47.040313          0.0     ...        112.58   \n",
       "20171207    781739.7099  7.38  46.913177          0.0     ...        111.70   \n",
       "20171208    776333.4878  7.23  45.959657          0.0     ...        112.56   \n",
       "20171211    778495.9766  7.25  46.086793          0.0     ...        116.98   \n",
       "20171212    779577.2211  7.65  48.629512          1.0     ...        116.99   \n",
       "20171213    780658.4655  7.29  46.341065          1.0     ...        117.19   \n",
       "20171214    778495.9766  7.26  46.150361          1.0     ...        120.77   \n",
       "20171215    775252.2434  7.29  46.341065          1.0     ...        120.38   \n",
       "20171218    788227.1763  7.31  46.468201          1.0     ...        122.80   \n",
       "20171219    777414.7322  7.28  46.277497          1.0     ...        122.43   \n",
       "20171220    767683.5325  7.21  45.832521          1.0     ...        122.55   \n",
       "20171221    768764.7769  7.14  45.387545          1.0     ...        123.17   \n",
       "20171222    767683.5325  7.16  46.549666          1.0     ...        122.48   \n",
       "20171225    759033.5772  7.09  46.094572          1.0     ...        122.47   \n",
       "20171226    760114.8216  7.08  46.029558          1.0     ...        123.27   \n",
       "20171227    762277.3105  7.21  46.874734          1.0     ...        119.60   \n",
       "20171228    753627.3552  7.06  45.899531          1.0     ...        119.99   \n",
       "20171229    744977.3999  7.02  45.639477          1.0     ...        119.88   \n",
       "20180102    743896.1555  6.93  45.054355          1.0     ...        122.02   \n",
       "20180103    737408.6890  6.91  44.924329          1.0     ...        122.60   \n",
       "20180104    728758.7337  6.82  44.339207          1.0     ...        125.50   \n",
       "20180105    727677.4893  6.78  44.079153          1.0     ...        125.30   \n",
       "20180108    740652.4222  6.93  45.054355          1.0     ...        128.00   \n",
       "20180109    739571.1778  6.97  45.314410          1.0     ...        128.66   \n",
       "20180110    723352.5116  6.84  44.469234          1.0     ...        129.95   \n",
       "20180111    724433.7560  6.75  43.884113          1.0     ...        128.69   \n",
       "20180112    727677.4893  6.78  44.079153          1.0     ...        130.00   \n",
       "20180115    723352.5116  6.75  43.884113          1.0     ...        135.00   \n",
       "\n",
       "symbol                                                                 \\\n",
       "field      index_member index_weight     low low_adj    open open_adj   \n",
       "trade_date                                                              \n",
       "20170906            0.0      0.00000  101.80  101.80  102.25   102.25   \n",
       "20170907            0.0      0.00000  102.20  102.20  102.43   102.43   \n",
       "20170908            0.0      0.00000  102.44  102.44  104.40   104.40   \n",
       "20170911            0.0      0.00000  102.00  102.00  103.00   103.00   \n",
       "20170912            0.0      0.00000  103.85  103.85  103.90   103.90   \n",
       "20170913            0.0      0.00000  103.02  103.02  104.94   104.94   \n",
       "20170914            0.0      0.00000  101.50  101.50  103.60   103.60   \n",
       "20170915            0.0      0.00000  101.82  101.82  102.50   102.50   \n",
       "20170918            0.0      0.00000  103.58  103.58  103.61   103.61   \n",
       "20170919            0.0      0.00000  104.51  104.51  105.01   105.01   \n",
       "20170920            0.0      0.00000  104.30  104.30  105.80   105.80   \n",
       "20170921            0.0      0.00000  104.31  104.31  104.80   104.80   \n",
       "20170922            0.0      0.00000  102.02  102.02  104.11   104.11   \n",
       "20170925            0.0      0.00000  102.50  102.50  102.50   102.50   \n",
       "20170926            0.0      0.00000  102.04  102.04  103.00   103.00   \n",
       "20170927            0.0      0.00000  101.96  101.96  102.77   102.77   \n",
       "20170928            0.0      0.00000  101.80  101.80  102.02   102.02   \n",
       "20170929            0.0      0.00000  101.90  101.90  102.18   102.18   \n",
       "20171009            0.0      0.00000  102.82  102.82  103.00   103.00   \n",
       "20171010            0.0      0.00000  103.56  103.56  104.00   104.00   \n",
       "20171011            0.0      0.00000  104.12  104.12  104.88   104.88   \n",
       "20171012            0.0      0.00000  110.02  110.02  112.32   112.32   \n",
       "20171013            0.0      0.00000  109.75  109.75  110.71   110.71   \n",
       "20171016            0.0      0.00000  110.65  110.65  110.66   110.66   \n",
       "20171017            0.0      0.00000  112.00  112.00  112.00   112.00   \n",
       "20171018            0.0      0.00000  113.03  113.03  115.85   115.85   \n",
       "20171019            0.0      0.00000  112.22  112.22  114.76   114.76   \n",
       "20171020            0.0      0.00000  110.68  110.68  112.11   112.11   \n",
       "20171023            0.0      0.00000  112.00  112.00  112.97   112.97   \n",
       "20171024            0.0      0.00000  113.62  113.62  115.60   115.60   \n",
       "...                 ...          ...     ...     ...     ...      ...   \n",
       "20171204            0.0      0.00000  108.96  108.96  112.95   112.95   \n",
       "20171205            0.0      0.00000  109.33  109.33  109.71   109.71   \n",
       "20171206            0.0      0.00000  109.51  109.51  110.92   110.92   \n",
       "20171207            0.0      0.00000  107.80  107.80  111.70   111.70   \n",
       "20171208            0.0      0.00000  108.00  108.00  108.89   108.89   \n",
       "20171211            0.0      0.00000  111.60  111.60  111.85   111.85   \n",
       "20171212            1.0      0.00000  115.01  115.01  115.94   115.94   \n",
       "20171213            1.0      0.00000  115.28  115.28  116.50   116.50   \n",
       "20171214            1.0      0.00000  116.20  116.20  117.00   117.00   \n",
       "20171215            1.0      0.00000  118.50  118.50  119.80   119.80   \n",
       "20171218            1.0      0.00000  117.50  117.50  120.79   120.79   \n",
       "20171219            1.0      0.00000  118.60  118.60  119.25   119.25   \n",
       "20171220            1.0      0.00000  121.01  121.01  122.32   122.32   \n",
       "20171221            1.0      0.00000  120.71  120.71  121.77   121.77   \n",
       "20171222            1.0      0.00000  120.75  120.75  122.10   122.10   \n",
       "20171225            1.0      0.00000  120.09  120.09  121.00   121.00   \n",
       "20171226            1.0      0.00000  118.35  118.35  122.18   122.18   \n",
       "20171227            1.0      0.00000  116.85  116.85  119.17   119.17   \n",
       "20171228            1.0      0.00000  116.33  116.33  118.65   118.65   \n",
       "20171229            1.0      0.00031  117.26  117.26  117.49   117.49   \n",
       "20180102            1.0      0.00031  118.00  118.00  119.50   119.50   \n",
       "20180103            1.0      0.00031  120.57  120.57  121.38   121.38   \n",
       "20180104            1.0      0.00031  120.75  120.75  120.75   120.75   \n",
       "20180105            1.0      0.00031  123.05  123.05  124.39   124.39   \n",
       "20180108            1.0      0.00031  124.50  124.50  124.93   124.93   \n",
       "20180109            1.0      0.00031  125.33  125.33  126.89   126.89   \n",
       "20180110            1.0      0.00031  127.00  127.00  128.60   128.60   \n",
       "20180111            1.0      0.00031  124.88  124.88  127.86   127.86   \n",
       "20180112            1.0      0.00031  124.88  124.88  125.21   125.21   \n",
       "20180115            1.0      0.00031  128.30  128.30  129.05   129.05   \n",
       "\n",
       "symbol                                           \n",
       "field      trade_status        vwap    vwap_adj  \n",
       "trade_date                                       \n",
       "20170906            1.0  102.225068  102.225068  \n",
       "20170907            1.0  104.076790  104.076790  \n",
       "20170908            1.0  103.359503  103.359503  \n",
       "20170911            1.0  103.683370  103.683370  \n",
       "20170912            1.0  104.722337  104.722337  \n",
       "20170913            1.0  103.646842  103.646842  \n",
       "20170914            1.0  102.625653  102.625653  \n",
       "20170915            1.0  104.175556  104.175556  \n",
       "20170918            1.0  105.155472  105.155472  \n",
       "20170919            1.0  105.086167  105.086167  \n",
       "20170920            1.0  104.854163  104.854163  \n",
       "20170921            1.0  104.506262  104.506262  \n",
       "20170922            1.0  103.096019  103.096019  \n",
       "20170925            1.0  103.250206  103.250206  \n",
       "20170926            1.0  102.445493  102.445493  \n",
       "20170927            1.0  102.289758  102.289758  \n",
       "20170928            1.0  102.290158  102.290158  \n",
       "20170929            1.0  102.358139  102.358139  \n",
       "20171009            1.0  103.591335  103.591335  \n",
       "20171010            1.0  104.575316  104.575316  \n",
       "20171011            1.0  111.182050  111.182050  \n",
       "20171012            1.0  113.001400  113.001400  \n",
       "20171013            1.0  110.911472  110.911472  \n",
       "20171016            1.0  112.465285  112.465285  \n",
       "20171017            1.0  113.473567  113.473567  \n",
       "20171018            1.0  114.507119  114.507119  \n",
       "20171019            1.0  113.188282  113.188282  \n",
       "20171020            1.0  111.652485  111.652485  \n",
       "20171023            1.0  114.131613  114.131613  \n",
       "20171024            1.0  114.477690  114.477690  \n",
       "...                 ...         ...         ...  \n",
       "20171204            1.0  110.315289  110.315289  \n",
       "20171205            1.0  110.861052  110.861052  \n",
       "20171206            1.0  110.645761  110.645761  \n",
       "20171207            1.0  108.925156  108.925156  \n",
       "20171208            1.0  111.127995  111.127995  \n",
       "20171211            1.0  115.209409  115.209409  \n",
       "20171212            1.0  116.085122  116.085122  \n",
       "20171213            1.0  115.860646  115.860646  \n",
       "20171214            1.0  119.123196  119.123196  \n",
       "20171215            1.0  119.332077  119.332077  \n",
       "20171218            1.0  119.822200  119.822200  \n",
       "20171219            1.0  120.856021  120.856021  \n",
       "20171220            1.0  121.547606  121.547606  \n",
       "20171221            1.0  121.896650  121.896650  \n",
       "20171222            1.0  121.199551  121.199551  \n",
       "20171225            1.0  121.297588  121.297588  \n",
       "20171226            1.0  120.592949  120.592949  \n",
       "20171227            1.0  118.093832  118.093832  \n",
       "20171228            1.0  117.532067  117.532067  \n",
       "20171229            1.0  118.286164  118.286164  \n",
       "20180102            1.0  119.773538  119.773538  \n",
       "20180103            1.0  121.654905  121.654905  \n",
       "20180104            1.0  123.384348  123.384348  \n",
       "20180105            1.0  124.394464  124.394464  \n",
       "20180108            1.0  126.851383  126.851383  \n",
       "20180109            1.0  127.164602  127.164602  \n",
       "20180110            1.0  128.735971  128.735971  \n",
       "20180111            1.0  126.273751  126.273751  \n",
       "20180112            1.0  128.551236  128.551236  \n",
       "20180115            1.0  132.675773  132.675773  \n",
       "\n",
       "[88 rows x 864 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dv1.data_d.loc[:,list(new_symbols)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>field</th>\n",
       "      <th>MA5</th>\n",
       "      <th>RSI</th>\n",
       "      <th>VOL10</th>\n",
       "      <th>adjust_factor</th>\n",
       "      <th>close</th>\n",
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       "      <th>open</th>\n",
       "      <th>open_adj</th>\n",
       "      <th>trade_status</th>\n",
       "      <th>vwap</th>\n",
       "      <th>vwap_adj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
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       "      <th>20170906</th>\n",
       "      <td>36.394</td>\n",
       "      <td>83.9779</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>36.79</td>\n",
       "      <td>37.619467</td>\n",
       "      <td>217713.4339</td>\n",
       "      <td>37.24</td>\n",
       "      <td>38.079613</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>36.56</td>\n",
       "      <td>37.384282</td>\n",
       "      <td>36.85</td>\n",
       "      <td>37.680820</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36.949030</td>\n",
       "      <td>37.782083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170907</th>\n",
       "      <td>36.628</td>\n",
       "      <td>80.4714</td>\n",
       "      <td>0.0099</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.04</td>\n",
       "      <td>37.875104</td>\n",
       "      <td>219192.8674</td>\n",
       "      <td>37.13</td>\n",
       "      <td>37.967133</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>36.44</td>\n",
       "      <td>37.261576</td>\n",
       "      <td>36.52</td>\n",
       "      <td>37.343380</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36.725367</td>\n",
       "      <td>37.553377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170908</th>\n",
       "      <td>36.958</td>\n",
       "      <td>90.0990</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.38</td>\n",
       "      <td>38.222769</td>\n",
       "      <td>221204.8969</td>\n",
       "      <td>37.49</td>\n",
       "      <td>38.335250</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>36.80</td>\n",
       "      <td>37.629693</td>\n",
       "      <td>36.80</td>\n",
       "      <td>37.629693</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.199656</td>\n",
       "      <td>38.038360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170911</th>\n",
       "      <td>37.274</td>\n",
       "      <td>92.1260</td>\n",
       "      <td>0.0097</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>38.21</td>\n",
       "      <td>39.071483</td>\n",
       "      <td>226116.6161</td>\n",
       "      <td>38.30</td>\n",
       "      <td>39.163512</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>37.45</td>\n",
       "      <td>38.294348</td>\n",
       "      <td>37.88</td>\n",
       "      <td>38.734042</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.803237</td>\n",
       "      <td>38.655549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170912</th>\n",
       "      <td>37.576</td>\n",
       "      <td>91.7808</td>\n",
       "      <td>0.0102</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>38.46</td>\n",
       "      <td>39.327119</td>\n",
       "      <td>227596.0496</td>\n",
       "      <td>39.40</td>\n",
       "      <td>40.288312</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>37.80</td>\n",
       "      <td>38.652239</td>\n",
       "      <td>38.21</td>\n",
       "      <td>39.071483</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.737658</td>\n",
       "      <td>39.611037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170913</th>\n",
       "      <td>37.814</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>0.0102</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.98</td>\n",
       "      <td>38.836297</td>\n",
       "      <td>224755.5373</td>\n",
       "      <td>38.97</td>\n",
       "      <td>39.848618</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>37.57</td>\n",
       "      <td>38.417053</td>\n",
       "      <td>38.47</td>\n",
       "      <td>39.337345</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.946624</td>\n",
       "      <td>38.802168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170914</th>\n",
       "      <td>37.944</td>\n",
       "      <td>74.0291</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.69</td>\n",
       "      <td>38.539759</td>\n",
       "      <td>223039.3945</td>\n",
       "      <td>38.18</td>\n",
       "      <td>39.040806</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>37.53</td>\n",
       "      <td>38.376151</td>\n",
       "      <td>37.58</td>\n",
       "      <td>38.427279</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.686778</td>\n",
       "      <td>38.536464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170915</th>\n",
       "      <td>38.006</td>\n",
       "      <td>73.9024</td>\n",
       "      <td>0.0097</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.69</td>\n",
       "      <td>38.539759</td>\n",
       "      <td>223039.3945</td>\n",
       "      <td>37.85</td>\n",
       "      <td>38.703366</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>37.52</td>\n",
       "      <td>38.365926</td>\n",
       "      <td>37.85</td>\n",
       "      <td>38.703366</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.663360</td>\n",
       "      <td>38.512519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170918</th>\n",
       "      <td>37.798</td>\n",
       "      <td>64.5089</td>\n",
       "      <td>0.0092</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.17</td>\n",
       "      <td>38.008035</td>\n",
       "      <td>219962.1728</td>\n",
       "      <td>38.08</td>\n",
       "      <td>38.938552</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>36.81</td>\n",
       "      <td>37.639918</td>\n",
       "      <td>37.99</td>\n",
       "      <td>38.846523</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.247720</td>\n",
       "      <td>38.087507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170919</th>\n",
       "      <td>37.542</td>\n",
       "      <td>66.6667</td>\n",
       "      <td>0.0087</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.18</td>\n",
       "      <td>38.018260</td>\n",
       "      <td>220021.3501</td>\n",
       "      <td>37.48</td>\n",
       "      <td>38.325024</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>36.91</td>\n",
       "      <td>37.742173</td>\n",
       "      <td>37.48</td>\n",
       "      <td>38.325024</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.110130</td>\n",
       "      <td>37.946815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170920</th>\n",
       "      <td>37.438</td>\n",
       "      <td>61.1260</td>\n",
       "      <td>0.0079</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.46</td>\n",
       "      <td>38.304573</td>\n",
       "      <td>221678.3156</td>\n",
       "      <td>37.50</td>\n",
       "      <td>38.345475</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>36.67</td>\n",
       "      <td>37.496762</td>\n",
       "      <td>36.98</td>\n",
       "      <td>37.813751</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.172069</td>\n",
       "      <td>38.010151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170921</th>\n",
       "      <td>37.364</td>\n",
       "      <td>55.2113</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.32</td>\n",
       "      <td>38.161417</td>\n",
       "      <td>220849.8329</td>\n",
       "      <td>37.74</td>\n",
       "      <td>38.590886</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>37.21</td>\n",
       "      <td>38.048937</td>\n",
       "      <td>37.45</td>\n",
       "      <td>38.294348</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.434789</td>\n",
       "      <td>38.278794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170922</th>\n",
       "      <td>37.450</td>\n",
       "      <td>65.8711</td>\n",
       "      <td>0.0066</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>38.12</td>\n",
       "      <td>38.979454</td>\n",
       "      <td>225584.0201</td>\n",
       "      <td>38.15</td>\n",
       "      <td>39.010130</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>37.05</td>\n",
       "      <td>37.885329</td>\n",
       "      <td>37.05</td>\n",
       "      <td>37.885329</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.711587</td>\n",
       "      <td>38.561833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170925</th>\n",
       "      <td>37.652</td>\n",
       "      <td>64.2500</td>\n",
       "      <td>0.0059</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>38.18</td>\n",
       "      <td>39.040806</td>\n",
       "      <td>225939.0841</td>\n",
       "      <td>38.68</td>\n",
       "      <td>39.552079</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>37.67</td>\n",
       "      <td>38.519308</td>\n",
       "      <td>38.30</td>\n",
       "      <td>39.163512</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.105902</td>\n",
       "      <td>38.965038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170926</th>\n",
       "      <td>37.726</td>\n",
       "      <td>51.9814</td>\n",
       "      <td>0.0051</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.55</td>\n",
       "      <td>38.396602</td>\n",
       "      <td>222210.9117</td>\n",
       "      <td>38.25</td>\n",
       "      <td>39.112384</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>37.48</td>\n",
       "      <td>38.325024</td>\n",
       "      <td>37.49</td>\n",
       "      <td>38.335250</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.637688</td>\n",
       "      <td>38.486268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170927</th>\n",
       "      <td>37.646</td>\n",
       "      <td>35.4430</td>\n",
       "      <td>0.0052</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.06</td>\n",
       "      <td>37.895555</td>\n",
       "      <td>219311.2220</td>\n",
       "      <td>37.94</td>\n",
       "      <td>38.795395</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>36.92</td>\n",
       "      <td>37.752398</td>\n",
       "      <td>37.69</td>\n",
       "      <td>38.539759</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.136160</td>\n",
       "      <td>37.973432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170928</th>\n",
       "      <td>37.608</td>\n",
       "      <td>32.3607</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.13</td>\n",
       "      <td>37.967133</td>\n",
       "      <td>219725.4634</td>\n",
       "      <td>37.27</td>\n",
       "      <td>38.110289</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>36.66</td>\n",
       "      <td>37.486536</td>\n",
       "      <td>36.70</td>\n",
       "      <td>37.527438</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36.983960</td>\n",
       "      <td>37.817801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170929</th>\n",
       "      <td>37.468</td>\n",
       "      <td>42.1788</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>37.42</td>\n",
       "      <td>38.263671</td>\n",
       "      <td>221441.6063</td>\n",
       "      <td>37.62</td>\n",
       "      <td>38.468181</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>37.00</td>\n",
       "      <td>37.834202</td>\n",
       "      <td>37.17</td>\n",
       "      <td>38.008035</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.401567</td>\n",
       "      <td>38.244823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171009</th>\n",
       "      <td>37.718</td>\n",
       "      <td>66.4151</td>\n",
       "      <td>0.0062</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.43</td>\n",
       "      <td>40.318989</td>\n",
       "      <td>233336.2516</td>\n",
       "      <td>39.80</td>\n",
       "      <td>40.697331</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>37.72</td>\n",
       "      <td>38.570435</td>\n",
       "      <td>37.72</td>\n",
       "      <td>38.570435</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.962901</td>\n",
       "      <td>39.841359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171010</th>\n",
       "      <td>38.332</td>\n",
       "      <td>72.5732</td>\n",
       "      <td>0.0083</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>40.62</td>\n",
       "      <td>41.535819</td>\n",
       "      <td>240378.3551</td>\n",
       "      <td>41.70</td>\n",
       "      <td>42.640168</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>39.95</td>\n",
       "      <td>40.850713</td>\n",
       "      <td>39.95</td>\n",
       "      <td>40.850713</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.811815</td>\n",
       "      <td>41.731959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171011</th>\n",
       "      <td>39.076</td>\n",
       "      <td>79.4454</td>\n",
       "      <td>0.0091</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>40.78</td>\n",
       "      <td>41.699426</td>\n",
       "      <td>241325.1925</td>\n",
       "      <td>41.49</td>\n",
       "      <td>42.425434</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>40.28</td>\n",
       "      <td>41.188153</td>\n",
       "      <td>40.28</td>\n",
       "      <td>41.188153</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.032413</td>\n",
       "      <td>41.957530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171012</th>\n",
       "      <td>39.794</td>\n",
       "      <td>78.6408</td>\n",
       "      <td>0.0096</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>40.72</td>\n",
       "      <td>41.638073</td>\n",
       "      <td>240970.1285</td>\n",
       "      <td>41.48</td>\n",
       "      <td>42.415208</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>40.54</td>\n",
       "      <td>41.454015</td>\n",
       "      <td>40.78</td>\n",
       "      <td>41.699426</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.944604</td>\n",
       "      <td>41.867741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171013</th>\n",
       "      <td>40.592</td>\n",
       "      <td>79.9697</td>\n",
       "      <td>0.0101</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>41.41</td>\n",
       "      <td>42.343630</td>\n",
       "      <td>245053.3649</td>\n",
       "      <td>41.65</td>\n",
       "      <td>42.589041</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>40.61</td>\n",
       "      <td>41.525593</td>\n",
       "      <td>40.93</td>\n",
       "      <td>41.852808</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.321646</td>\n",
       "      <td>42.253284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171016</th>\n",
       "      <td>40.960</td>\n",
       "      <td>79.9697</td>\n",
       "      <td>0.0106</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>41.27</td>\n",
       "      <td>42.200473</td>\n",
       "      <td>244224.8822</td>\n",
       "      <td>41.99</td>\n",
       "      <td>42.936707</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>40.62</td>\n",
       "      <td>41.535819</td>\n",
       "      <td>41.85</td>\n",
       "      <td>42.793550</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.565555</td>\n",
       "      <td>42.502692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171017</th>\n",
       "      <td>41.160</td>\n",
       "      <td>78.5016</td>\n",
       "      <td>0.0106</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>41.62</td>\n",
       "      <td>42.558365</td>\n",
       "      <td>246296.0891</td>\n",
       "      <td>41.89</td>\n",
       "      <td>42.834452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>41.00</td>\n",
       "      <td>41.924386</td>\n",
       "      <td>41.00</td>\n",
       "      <td>41.924386</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.605288</td>\n",
       "      <td>42.543321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171018</th>\n",
       "      <td>41.354</td>\n",
       "      <td>78.7440</td>\n",
       "      <td>0.0105</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>41.75</td>\n",
       "      <td>42.691295</td>\n",
       "      <td>247065.3945</td>\n",
       "      <td>41.88</td>\n",
       "      <td>42.824226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>41.41</td>\n",
       "      <td>42.343630</td>\n",
       "      <td>41.62</td>\n",
       "      <td>42.558365</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.645538</td>\n",
       "      <td>42.584478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171019</th>\n",
       "      <td>41.502</td>\n",
       "      <td>83.3049</td>\n",
       "      <td>0.0112</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>41.46</td>\n",
       "      <td>42.394757</td>\n",
       "      <td>245349.2516</td>\n",
       "      <td>42.55</td>\n",
       "      <td>43.509332</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>40.84</td>\n",
       "      <td>41.760779</td>\n",
       "      <td>41.85</td>\n",
       "      <td>42.793550</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.737763</td>\n",
       "      <td>42.678783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171020</th>\n",
       "      <td>41.528</td>\n",
       "      <td>91.0256</td>\n",
       "      <td>0.0114</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>41.54</td>\n",
       "      <td>42.476561</td>\n",
       "      <td>245822.6704</td>\n",
       "      <td>41.85</td>\n",
       "      <td>42.793550</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>41.00</td>\n",
       "      <td>41.924386</td>\n",
       "      <td>41.50</td>\n",
       "      <td>42.435659</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.411241</td>\n",
       "      <td>42.344899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171023</th>\n",
       "      <td>41.620</td>\n",
       "      <td>91.2186</td>\n",
       "      <td>0.0101</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>41.73</td>\n",
       "      <td>42.670845</td>\n",
       "      <td>246947.0398</td>\n",
       "      <td>41.80</td>\n",
       "      <td>42.742423</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>41.14</td>\n",
       "      <td>42.067542</td>\n",
       "      <td>41.50</td>\n",
       "      <td>42.435659</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.543136</td>\n",
       "      <td>42.479768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171024</th>\n",
       "      <td>41.528</td>\n",
       "      <td>81.9113</td>\n",
       "      <td>0.0083</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>41.16</td>\n",
       "      <td>42.087993</td>\n",
       "      <td>243573.9314</td>\n",
       "      <td>41.95</td>\n",
       "      <td>42.895805</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00016</td>\n",
       "      <td>41.10</td>\n",
       "      <td>42.026641</td>\n",
       "      <td>41.95</td>\n",
       "      <td>42.895805</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.346521</td>\n",
       "      <td>42.278720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171204</th>\n",
       "      <td>39.090</td>\n",
       "      <td>41.8113</td>\n",
       "      <td>0.0113</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.09</td>\n",
       "      <td>39.971323</td>\n",
       "      <td>231324.2221</td>\n",
       "      <td>40.60</td>\n",
       "      <td>41.515368</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.73</td>\n",
       "      <td>39.603207</td>\n",
       "      <td>40.11</td>\n",
       "      <td>41.014320</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.747931</td>\n",
       "      <td>40.644088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171205</th>\n",
       "      <td>39.074</td>\n",
       "      <td>38.9937</td>\n",
       "      <td>0.0106</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.04</td>\n",
       "      <td>39.920196</td>\n",
       "      <td>231028.3354</td>\n",
       "      <td>39.49</td>\n",
       "      <td>40.380342</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.40</td>\n",
       "      <td>39.265766</td>\n",
       "      <td>38.80</td>\n",
       "      <td>39.674785</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.871802</td>\n",
       "      <td>39.748206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171206</th>\n",
       "      <td>39.104</td>\n",
       "      <td>46.0967</td>\n",
       "      <td>0.0108</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.00</td>\n",
       "      <td>39.879294</td>\n",
       "      <td>230791.6260</td>\n",
       "      <td>39.41</td>\n",
       "      <td>40.298538</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.01</td>\n",
       "      <td>38.866973</td>\n",
       "      <td>39.04</td>\n",
       "      <td>39.920196</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.948012</td>\n",
       "      <td>39.826133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171207</th>\n",
       "      <td>39.372</td>\n",
       "      <td>42.9695</td>\n",
       "      <td>0.0111</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.13</td>\n",
       "      <td>40.012225</td>\n",
       "      <td>231560.9314</td>\n",
       "      <td>39.46</td>\n",
       "      <td>40.349665</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.36</td>\n",
       "      <td>39.224865</td>\n",
       "      <td>38.60</td>\n",
       "      <td>39.470276</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.118392</td>\n",
       "      <td>40.000355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171208</th>\n",
       "      <td>39.140</td>\n",
       "      <td>39.8964</td>\n",
       "      <td>0.0111</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.44</td>\n",
       "      <td>40.329214</td>\n",
       "      <td>233395.4290</td>\n",
       "      <td>39.78</td>\n",
       "      <td>40.676880</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.80</td>\n",
       "      <td>39.674785</td>\n",
       "      <td>38.80</td>\n",
       "      <td>39.674785</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.313395</td>\n",
       "      <td>40.199755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171211</th>\n",
       "      <td>39.202</td>\n",
       "      <td>48.0649</td>\n",
       "      <td>0.0115</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.40</td>\n",
       "      <td>40.288312</td>\n",
       "      <td>233158.7196</td>\n",
       "      <td>39.90</td>\n",
       "      <td>40.799585</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.76</td>\n",
       "      <td>39.633883</td>\n",
       "      <td>39.46</td>\n",
       "      <td>40.349665</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.298658</td>\n",
       "      <td>40.184686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171212</th>\n",
       "      <td>39.134</td>\n",
       "      <td>46.5538</td>\n",
       "      <td>0.0118</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>38.70</td>\n",
       "      <td>39.572530</td>\n",
       "      <td>229016.3058</td>\n",
       "      <td>39.47</td>\n",
       "      <td>40.359891</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.52</td>\n",
       "      <td>39.388472</td>\n",
       "      <td>39.21</td>\n",
       "      <td>40.094029</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.839486</td>\n",
       "      <td>39.715161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171213</th>\n",
       "      <td>39.204</td>\n",
       "      <td>55.0796</td>\n",
       "      <td>0.0121</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.35</td>\n",
       "      <td>40.237185</td>\n",
       "      <td>232862.8329</td>\n",
       "      <td>40.26</td>\n",
       "      <td>41.167702</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.38</td>\n",
       "      <td>39.245315</td>\n",
       "      <td>39.00</td>\n",
       "      <td>39.879294</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.544412</td>\n",
       "      <td>40.435980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171214</th>\n",
       "      <td>39.376</td>\n",
       "      <td>55.2984</td>\n",
       "      <td>0.0125</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.99</td>\n",
       "      <td>40.891615</td>\n",
       "      <td>236650.1827</td>\n",
       "      <td>40.20</td>\n",
       "      <td>41.106349</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>39.10</td>\n",
       "      <td>39.981549</td>\n",
       "      <td>39.50</td>\n",
       "      <td>40.390567</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.739102</td>\n",
       "      <td>40.635059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171215</th>\n",
       "      <td>39.350</td>\n",
       "      <td>52.6682</td>\n",
       "      <td>0.0120</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.31</td>\n",
       "      <td>40.196283</td>\n",
       "      <td>232626.1235</td>\n",
       "      <td>40.15</td>\n",
       "      <td>41.055222</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.74</td>\n",
       "      <td>39.613432</td>\n",
       "      <td>39.75</td>\n",
       "      <td>40.646203</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.442713</td>\n",
       "      <td>40.331989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171218</th>\n",
       "      <td>39.292</td>\n",
       "      <td>58.5052</td>\n",
       "      <td>0.0113</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.11</td>\n",
       "      <td>39.991774</td>\n",
       "      <td>231442.5767</td>\n",
       "      <td>39.88</td>\n",
       "      <td>40.779134</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.90</td>\n",
       "      <td>39.777039</td>\n",
       "      <td>39.30</td>\n",
       "      <td>40.186058</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.377661</td>\n",
       "      <td>40.265470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171219</th>\n",
       "      <td>39.424</td>\n",
       "      <td>38.0769</td>\n",
       "      <td>0.0114</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.36</td>\n",
       "      <td>40.247411</td>\n",
       "      <td>232922.0102</td>\n",
       "      <td>39.83</td>\n",
       "      <td>40.728007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>39.10</td>\n",
       "      <td>39.981549</td>\n",
       "      <td>39.30</td>\n",
       "      <td>40.186058</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.461551</td>\n",
       "      <td>40.351251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171220</th>\n",
       "      <td>39.332</td>\n",
       "      <td>47.5962</td>\n",
       "      <td>0.0110</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>38.89</td>\n",
       "      <td>39.766814</td>\n",
       "      <td>230140.6753</td>\n",
       "      <td>39.45</td>\n",
       "      <td>40.339440</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.57</td>\n",
       "      <td>39.439599</td>\n",
       "      <td>39.40</td>\n",
       "      <td>40.288312</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.912628</td>\n",
       "      <td>39.789952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171221</th>\n",
       "      <td>39.172</td>\n",
       "      <td>51.7007</td>\n",
       "      <td>0.0105</td>\n",
       "      <td>1.022546</td>\n",
       "      <td>39.19</td>\n",
       "      <td>40.073578</td>\n",
       "      <td>231915.9955</td>\n",
       "      <td>39.45</td>\n",
       "      <td>40.339440</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.20</td>\n",
       "      <td>39.061257</td>\n",
       "      <td>38.88</td>\n",
       "      <td>39.756588</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.056512</td>\n",
       "      <td>39.937080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171222</th>\n",
       "      <td>39.154</td>\n",
       "      <td>52.5000</td>\n",
       "      <td>0.0097</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>39.22</td>\n",
       "      <td>40.104411</td>\n",
       "      <td>232093.5275</td>\n",
       "      <td>39.50</td>\n",
       "      <td>40.390725</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.94</td>\n",
       "      <td>39.818097</td>\n",
       "      <td>39.44</td>\n",
       "      <td>40.329372</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.199088</td>\n",
       "      <td>40.083027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171225</th>\n",
       "      <td>39.102</td>\n",
       "      <td>46.9828</td>\n",
       "      <td>0.0091</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>38.85</td>\n",
       "      <td>39.726068</td>\n",
       "      <td>229903.9659</td>\n",
       "      <td>39.48</td>\n",
       "      <td>40.370274</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.63</td>\n",
       "      <td>39.501107</td>\n",
       "      <td>39.35</td>\n",
       "      <td>40.237343</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.951993</td>\n",
       "      <td>39.830360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171226</th>\n",
       "      <td>39.080</td>\n",
       "      <td>47.9915</td>\n",
       "      <td>0.0085</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>39.25</td>\n",
       "      <td>40.135088</td>\n",
       "      <td>232271.0595</td>\n",
       "      <td>39.29</td>\n",
       "      <td>40.175990</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.55</td>\n",
       "      <td>39.419303</td>\n",
       "      <td>38.55</td>\n",
       "      <td>39.419303</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.066015</td>\n",
       "      <td>39.946954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171227</th>\n",
       "      <td>39.082</td>\n",
       "      <td>45.0397</td>\n",
       "      <td>0.0080</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>38.90</td>\n",
       "      <td>39.777195</td>\n",
       "      <td>230199.8526</td>\n",
       "      <td>39.55</td>\n",
       "      <td>40.441853</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.89</td>\n",
       "      <td>39.766970</td>\n",
       "      <td>39.55</td>\n",
       "      <td>40.441853</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.125933</td>\n",
       "      <td>40.008223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171228</th>\n",
       "      <td>39.010</td>\n",
       "      <td>51.4739</td>\n",
       "      <td>0.0075</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>38.83</td>\n",
       "      <td>39.705616</td>\n",
       "      <td>229785.6112</td>\n",
       "      <td>39.25</td>\n",
       "      <td>40.135088</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00015</td>\n",
       "      <td>38.69</td>\n",
       "      <td>39.562460</td>\n",
       "      <td>39.00</td>\n",
       "      <td>39.879450</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.017069</td>\n",
       "      <td>39.896904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171229</th>\n",
       "      <td>38.960</td>\n",
       "      <td>45.1282</td>\n",
       "      <td>0.0066</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>38.97</td>\n",
       "      <td>39.848774</td>\n",
       "      <td>230614.0940</td>\n",
       "      <td>39.16</td>\n",
       "      <td>40.043058</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>38.70</td>\n",
       "      <td>39.572685</td>\n",
       "      <td>38.70</td>\n",
       "      <td>39.572685</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.922934</td>\n",
       "      <td>39.800646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180102</th>\n",
       "      <td>39.002</td>\n",
       "      <td>36.1194</td>\n",
       "      <td>0.0063</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>39.06</td>\n",
       "      <td>39.940803</td>\n",
       "      <td>231146.6900</td>\n",
       "      <td>39.16</td>\n",
       "      <td>40.043058</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>38.55</td>\n",
       "      <td>39.419303</td>\n",
       "      <td>39.16</td>\n",
       "      <td>40.043058</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.011011</td>\n",
       "      <td>39.890709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180103</th>\n",
       "      <td>38.948</td>\n",
       "      <td>44.0000</td>\n",
       "      <td>0.0064</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>38.98</td>\n",
       "      <td>39.858999</td>\n",
       "      <td>230673.2713</td>\n",
       "      <td>39.19</td>\n",
       "      <td>40.073735</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>38.70</td>\n",
       "      <td>39.572685</td>\n",
       "      <td>39.07</td>\n",
       "      <td>39.951028</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.923794</td>\n",
       "      <td>39.801525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180104</th>\n",
       "      <td>39.062</td>\n",
       "      <td>55.9211</td>\n",
       "      <td>0.0065</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>39.47</td>\n",
       "      <td>40.360049</td>\n",
       "      <td>233572.9610</td>\n",
       "      <td>39.51</td>\n",
       "      <td>40.400951</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>38.78</td>\n",
       "      <td>39.654489</td>\n",
       "      <td>39.06</td>\n",
       "      <td>39.940803</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.180840</td>\n",
       "      <td>40.064368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180105</th>\n",
       "      <td>39.498</td>\n",
       "      <td>69.0531</td>\n",
       "      <td>0.0076</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>41.01</td>\n",
       "      <td>41.934776</td>\n",
       "      <td>242686.2713</td>\n",
       "      <td>41.78</td>\n",
       "      <td>42.722139</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>39.69</td>\n",
       "      <td>40.585009</td>\n",
       "      <td>39.70</td>\n",
       "      <td>40.595235</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.960423</td>\n",
       "      <td>41.884081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180108</th>\n",
       "      <td>39.964</td>\n",
       "      <td>79.0361</td>\n",
       "      <td>0.0093</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>41.30</td>\n",
       "      <td>42.231315</td>\n",
       "      <td>244402.4142</td>\n",
       "      <td>42.50</td>\n",
       "      <td>43.458375</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>41.00</td>\n",
       "      <td>41.924550</td>\n",
       "      <td>41.15</td>\n",
       "      <td>42.077933</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.652618</td>\n",
       "      <td>42.591884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180109</th>\n",
       "      <td>40.630</td>\n",
       "      <td>82.3887</td>\n",
       "      <td>0.0113</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>42.39</td>\n",
       "      <td>43.345895</td>\n",
       "      <td>250852.7443</td>\n",
       "      <td>42.50</td>\n",
       "      <td>43.458375</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>41.29</td>\n",
       "      <td>42.221090</td>\n",
       "      <td>41.70</td>\n",
       "      <td>42.640335</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.995904</td>\n",
       "      <td>42.942911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180110</th>\n",
       "      <td>41.578</td>\n",
       "      <td>86.0577</td>\n",
       "      <td>0.0155</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>43.72</td>\n",
       "      <td>44.705886</td>\n",
       "      <td>258723.3305</td>\n",
       "      <td>44.18</td>\n",
       "      <td>45.176259</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>42.42</td>\n",
       "      <td>43.376571</td>\n",
       "      <td>42.42</td>\n",
       "      <td>43.376571</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.737078</td>\n",
       "      <td>44.723349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180111</th>\n",
       "      <td>42.308</td>\n",
       "      <td>82.9985</td>\n",
       "      <td>0.0163</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>43.12</td>\n",
       "      <td>44.092356</td>\n",
       "      <td>255172.6901</td>\n",
       "      <td>43.58</td>\n",
       "      <td>44.562729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>42.61</td>\n",
       "      <td>43.570856</td>\n",
       "      <td>43.58</td>\n",
       "      <td>44.562729</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.002734</td>\n",
       "      <td>43.972445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180112</th>\n",
       "      <td>42.656</td>\n",
       "      <td>77.1739</td>\n",
       "      <td>0.0168</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>42.75</td>\n",
       "      <td>43.714013</td>\n",
       "      <td>252983.1285</td>\n",
       "      <td>43.55</td>\n",
       "      <td>44.532052</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>42.18</td>\n",
       "      <td>43.131159</td>\n",
       "      <td>43.55</td>\n",
       "      <td>44.532052</td>\n",
       "      <td>1.0</td>\n",
       "      <td>42.591991</td>\n",
       "      <td>43.552441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180115</th>\n",
       "      <td>43.078</td>\n",
       "      <td>83.4074</td>\n",
       "      <td>0.0178</td>\n",
       "      <td>1.022550</td>\n",
       "      <td>43.41</td>\n",
       "      <td>44.388895</td>\n",
       "      <td>256888.8329</td>\n",
       "      <td>44.00</td>\n",
       "      <td>44.992200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>42.45</td>\n",
       "      <td>43.407248</td>\n",
       "      <td>42.45</td>\n",
       "      <td>43.407248</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.531315</td>\n",
       "      <td>44.512946</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>88 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "field          MA5      RSI   VOL10  adjust_factor  close  close_adj  \\\n",
       "trade_date                                                             \n",
       "20170906    36.394  83.9779  0.0098       1.022546  36.79  37.619467   \n",
       "20170907    36.628  80.4714  0.0099       1.022546  37.04  37.875104   \n",
       "20170908    36.958  90.0990  0.0098       1.022546  37.38  38.222769   \n",
       "20170911    37.274  92.1260  0.0097       1.022546  38.21  39.071483   \n",
       "20170912    37.576  91.7808  0.0102       1.022546  38.46  39.327119   \n",
       "20170913    37.814  80.0000  0.0102       1.022546  37.98  38.836297   \n",
       "20170914    37.944  74.0291  0.0100       1.022546  37.69  38.539759   \n",
       "20170915    38.006  73.9024  0.0097       1.022546  37.69  38.539759   \n",
       "20170918    37.798  64.5089  0.0092       1.022546  37.17  38.008035   \n",
       "20170919    37.542  66.6667  0.0087       1.022546  37.18  38.018260   \n",
       "20170920    37.438  61.1260  0.0079       1.022546  37.46  38.304573   \n",
       "20170921    37.364  55.2113  0.0070       1.022546  37.32  38.161417   \n",
       "20170922    37.450  65.8711  0.0066       1.022546  38.12  38.979454   \n",
       "20170925    37.652  64.2500  0.0059       1.022546  38.18  39.040806   \n",
       "20170926    37.726  51.9814  0.0051       1.022546  37.55  38.396602   \n",
       "20170927    37.646  35.4430  0.0052       1.022546  37.06  37.895555   \n",
       "20170928    37.608  32.3607  0.0053       1.022546  37.13  37.967133   \n",
       "20170929    37.468  42.1788  0.0053       1.022546  37.42  38.263671   \n",
       "20171009    37.718  66.4151  0.0062       1.022546  39.43  40.318989   \n",
       "20171010    38.332  72.5732  0.0083       1.022546  40.62  41.535819   \n",
       "20171011    39.076  79.4454  0.0091       1.022546  40.78  41.699426   \n",
       "20171012    39.794  78.6408  0.0096       1.022546  40.72  41.638073   \n",
       "20171013    40.592  79.9697  0.0101       1.022546  41.41  42.343630   \n",
       "20171016    40.960  79.9697  0.0106       1.022546  41.27  42.200473   \n",
       "20171017    41.160  78.5016  0.0106       1.022546  41.62  42.558365   \n",
       "20171018    41.354  78.7440  0.0105       1.022546  41.75  42.691295   \n",
       "20171019    41.502  83.3049  0.0112       1.022546  41.46  42.394757   \n",
       "20171020    41.528  91.0256  0.0114       1.022546  41.54  42.476561   \n",
       "20171023    41.620  91.2186  0.0101       1.022546  41.73  42.670845   \n",
       "20171024    41.528  81.9113  0.0083       1.022546  41.16  42.087993   \n",
       "...            ...      ...     ...            ...    ...        ...   \n",
       "20171204    39.090  41.8113  0.0113       1.022546  39.09  39.971323   \n",
       "20171205    39.074  38.9937  0.0106       1.022546  39.04  39.920196   \n",
       "20171206    39.104  46.0967  0.0108       1.022546  39.00  39.879294   \n",
       "20171207    39.372  42.9695  0.0111       1.022546  39.13  40.012225   \n",
       "20171208    39.140  39.8964  0.0111       1.022546  39.44  40.329214   \n",
       "20171211    39.202  48.0649  0.0115       1.022546  39.40  40.288312   \n",
       "20171212    39.134  46.5538  0.0118       1.022546  38.70  39.572530   \n",
       "20171213    39.204  55.0796  0.0121       1.022546  39.35  40.237185   \n",
       "20171214    39.376  55.2984  0.0125       1.022546  39.99  40.891615   \n",
       "20171215    39.350  52.6682  0.0120       1.022546  39.31  40.196283   \n",
       "20171218    39.292  58.5052  0.0113       1.022546  39.11  39.991774   \n",
       "20171219    39.424  38.0769  0.0114       1.022546  39.36  40.247411   \n",
       "20171220    39.332  47.5962  0.0110       1.022546  38.89  39.766814   \n",
       "20171221    39.172  51.7007  0.0105       1.022546  39.19  40.073578   \n",
       "20171222    39.154  52.5000  0.0097       1.022550  39.22  40.104411   \n",
       "20171225    39.102  46.9828  0.0091       1.022550  38.85  39.726068   \n",
       "20171226    39.080  47.9915  0.0085       1.022550  39.25  40.135088   \n",
       "20171227    39.082  45.0397  0.0080       1.022550  38.90  39.777195   \n",
       "20171228    39.010  51.4739  0.0075       1.022550  38.83  39.705616   \n",
       "20171229    38.960  45.1282  0.0066       1.022550  38.97  39.848774   \n",
       "20180102    39.002  36.1194  0.0063       1.022550  39.06  39.940803   \n",
       "20180103    38.948  44.0000  0.0064       1.022550  38.98  39.858999   \n",
       "20180104    39.062  55.9211  0.0065       1.022550  39.47  40.360049   \n",
       "20180105    39.498  69.0531  0.0076       1.022550  41.01  41.934776   \n",
       "20180108    39.964  79.0361  0.0093       1.022550  41.30  42.231315   \n",
       "20180109    40.630  82.3887  0.0113       1.022550  42.39  43.345895   \n",
       "20180110    41.578  86.0577  0.0155       1.022550  43.72  44.705886   \n",
       "20180111    42.308  82.9985  0.0163       1.022550  43.12  44.092356   \n",
       "20180112    42.656  77.1739  0.0168       1.022550  42.75  43.714013   \n",
       "20180115    43.078  83.4074  0.0178       1.022550  43.41  44.388895   \n",
       "\n",
       "field          float_mv   high   high_adj  index_member  index_weight    low  \\\n",
       "trade_date                                                                     \n",
       "20170906    217713.4339  37.24  38.079613           1.0       0.00015  36.56   \n",
       "20170907    219192.8674  37.13  37.967133           1.0       0.00015  36.44   \n",
       "20170908    221204.8969  37.49  38.335250           1.0       0.00015  36.80   \n",
       "20170911    226116.6161  38.30  39.163512           1.0       0.00015  37.45   \n",
       "20170912    227596.0496  39.40  40.288312           1.0       0.00015  37.80   \n",
       "20170913    224755.5373  38.97  39.848618           1.0       0.00015  37.57   \n",
       "20170914    223039.3945  38.18  39.040806           1.0       0.00015  37.53   \n",
       "20170915    223039.3945  37.85  38.703366           1.0       0.00015  37.52   \n",
       "20170918    219962.1728  38.08  38.938552           1.0       0.00015  36.81   \n",
       "20170919    220021.3501  37.48  38.325024           1.0       0.00015  36.91   \n",
       "20170920    221678.3156  37.50  38.345475           1.0       0.00015  36.67   \n",
       "20170921    220849.8329  37.74  38.590886           1.0       0.00015  37.21   \n",
       "20170922    225584.0201  38.15  39.010130           1.0       0.00015  37.05   \n",
       "20170925    225939.0841  38.68  39.552079           1.0       0.00015  37.67   \n",
       "20170926    222210.9117  38.25  39.112384           1.0       0.00015  37.48   \n",
       "20170927    219311.2220  37.94  38.795395           1.0       0.00015  36.92   \n",
       "20170928    219725.4634  37.27  38.110289           1.0       0.00015  36.66   \n",
       "20170929    221441.6063  37.62  38.468181           1.0       0.00016  37.00   \n",
       "20171009    233336.2516  39.80  40.697331           1.0       0.00016  37.72   \n",
       "20171010    240378.3551  41.70  42.640168           1.0       0.00016  39.95   \n",
       "20171011    241325.1925  41.49  42.425434           1.0       0.00016  40.28   \n",
       "20171012    240970.1285  41.48  42.415208           1.0       0.00016  40.54   \n",
       "20171013    245053.3649  41.65  42.589041           1.0       0.00016  40.61   \n",
       "20171016    244224.8822  41.99  42.936707           1.0       0.00016  40.62   \n",
       "20171017    246296.0891  41.89  42.834452           1.0       0.00016  41.00   \n",
       "20171018    247065.3945  41.88  42.824226           1.0       0.00016  41.41   \n",
       "20171019    245349.2516  42.55  43.509332           1.0       0.00016  40.84   \n",
       "20171020    245822.6704  41.85  42.793550           1.0       0.00016  41.00   \n",
       "20171023    246947.0398  41.80  42.742423           1.0       0.00016  41.14   \n",
       "20171024    243573.9314  41.95  42.895805           1.0       0.00016  41.10   \n",
       "...                 ...    ...        ...           ...           ...    ...   \n",
       "20171204    231324.2221  40.60  41.515368           1.0       0.00015  38.73   \n",
       "20171205    231028.3354  39.49  40.380342           1.0       0.00015  38.40   \n",
       "20171206    230791.6260  39.41  40.298538           1.0       0.00015  38.01   \n",
       "20171207    231560.9314  39.46  40.349665           1.0       0.00015  38.36   \n",
       "20171208    233395.4290  39.78  40.676880           0.0       0.00015  38.80   \n",
       "20171211    233158.7196  39.90  40.799585           0.0       0.00015  38.76   \n",
       "20171212    229016.3058  39.47  40.359891           0.0       0.00015  38.52   \n",
       "20171213    232862.8329  40.26  41.167702           0.0       0.00015  38.38   \n",
       "20171214    236650.1827  40.20  41.106349           0.0       0.00015  39.10   \n",
       "20171215    232626.1235  40.15  41.055222           0.0       0.00015  38.74   \n",
       "20171218    231442.5767  39.88  40.779134           0.0       0.00015  38.90   \n",
       "20171219    232922.0102  39.83  40.728007           0.0       0.00015  39.10   \n",
       "20171220    230140.6753  39.45  40.339440           0.0       0.00015  38.57   \n",
       "20171221    231915.9955  39.45  40.339440           0.0       0.00015  38.20   \n",
       "20171222    232093.5275  39.50  40.390725           0.0       0.00015  38.94   \n",
       "20171225    229903.9659  39.48  40.370274           0.0       0.00015  38.63   \n",
       "20171226    232271.0595  39.29  40.175990           0.0       0.00015  38.55   \n",
       "20171227    230199.8526  39.55  40.441853           0.0       0.00015  38.89   \n",
       "20171228    229785.6112  39.25  40.135088           0.0       0.00015  38.69   \n",
       "20171229    230614.0940  39.16  40.043058           0.0       0.00000  38.70   \n",
       "20180102    231146.6900  39.16  40.043058           0.0       0.00000  38.55   \n",
       "20180103    230673.2713  39.19  40.073735           0.0       0.00000  38.70   \n",
       "20180104    233572.9610  39.51  40.400951           0.0       0.00000  38.78   \n",
       "20180105    242686.2713  41.78  42.722139           0.0       0.00000  39.69   \n",
       "20180108    244402.4142  42.50  43.458375           0.0       0.00000  41.00   \n",
       "20180109    250852.7443  42.50  43.458375           0.0       0.00000  41.29   \n",
       "20180110    258723.3305  44.18  45.176259           0.0       0.00000  42.42   \n",
       "20180111    255172.6901  43.58  44.562729           0.0       0.00000  42.61   \n",
       "20180112    252983.1285  43.55  44.532052           0.0       0.00000  42.18   \n",
       "20180115    256888.8329  44.00  44.992200           0.0       0.00000  42.45   \n",
       "\n",
       "field         low_adj   open   open_adj  trade_status       vwap   vwap_adj  \n",
       "trade_date                                                                   \n",
       "20170906    37.384282  36.85  37.680820           1.0  36.949030  37.782083  \n",
       "20170907    37.261576  36.52  37.343380           1.0  36.725367  37.553377  \n",
       "20170908    37.629693  36.80  37.629693           1.0  37.199656  38.038360  \n",
       "20170911    38.294348  37.88  38.734042           1.0  37.803237  38.655549  \n",
       "20170912    38.652239  38.21  39.071483           1.0  38.737658  39.611037  \n",
       "20170913    38.417053  38.47  39.337345           1.0  37.946624  38.802168  \n",
       "20170914    38.376151  37.58  38.427279           1.0  37.686778  38.536464  \n",
       "20170915    38.365926  37.85  38.703366           1.0  37.663360  38.512519  \n",
       "20170918    37.639918  37.99  38.846523           1.0  37.247720  38.087507  \n",
       "20170919    37.742173  37.48  38.325024           1.0  37.110130  37.946815  \n",
       "20170920    37.496762  36.98  37.813751           1.0  37.172069  38.010151  \n",
       "20170921    38.048937  37.45  38.294348           1.0  37.434789  38.278794  \n",
       "20170922    37.885329  37.05  37.885329           1.0  37.711587  38.561833  \n",
       "20170925    38.519308  38.30  39.163512           1.0  38.105902  38.965038  \n",
       "20170926    38.325024  37.49  38.335250           1.0  37.637688  38.486268  \n",
       "20170927    37.752398  37.69  38.539759           1.0  37.136160  37.973432  \n",
       "20170928    37.486536  36.70  37.527438           1.0  36.983960  37.817801  \n",
       "20170929    37.834202  37.17  38.008035           1.0  37.401567  38.244823  \n",
       "20171009    38.570435  37.72  38.570435           1.0  38.962901  39.841359  \n",
       "20171010    40.850713  39.95  40.850713           1.0  40.811815  41.731959  \n",
       "20171011    41.188153  40.28  41.188153           1.0  41.032413  41.957530  \n",
       "20171012    41.454015  40.78  41.699426           1.0  40.944604  41.867741  \n",
       "20171013    41.525593  40.93  41.852808           1.0  41.321646  42.253284  \n",
       "20171016    41.535819  41.85  42.793550           1.0  41.565555  42.502692  \n",
       "20171017    41.924386  41.00  41.924386           1.0  41.605288  42.543321  \n",
       "20171018    42.343630  41.62  42.558365           1.0  41.645538  42.584478  \n",
       "20171019    41.760779  41.85  42.793550           1.0  41.737763  42.678783  \n",
       "20171020    41.924386  41.50  42.435659           1.0  41.411241  42.344899  \n",
       "20171023    42.067542  41.50  42.435659           1.0  41.543136  42.479768  \n",
       "20171024    42.026641  41.95  42.895805           1.0  41.346521  42.278720  \n",
       "...               ...    ...        ...           ...        ...        ...  \n",
       "20171204    39.603207  40.11  41.014320           1.0  39.747931  40.644088  \n",
       "20171205    39.265766  38.80  39.674785           1.0  38.871802  39.748206  \n",
       "20171206    38.866973  39.04  39.920196           1.0  38.948012  39.826133  \n",
       "20171207    39.224865  38.60  39.470276           1.0  39.118392  40.000355  \n",
       "20171208    39.674785  38.80  39.674785           1.0  39.313395  40.199755  \n",
       "20171211    39.633883  39.46  40.349665           1.0  39.298658  40.184686  \n",
       "20171212    39.388472  39.21  40.094029           1.0  38.839486  39.715161  \n",
       "20171213    39.245315  39.00  39.879294           1.0  39.544412  40.435980  \n",
       "20171214    39.981549  39.50  40.390567           1.0  39.739102  40.635059  \n",
       "20171215    39.613432  39.75  40.646203           1.0  39.442713  40.331989  \n",
       "20171218    39.777039  39.30  40.186058           1.0  39.377661  40.265470  \n",
       "20171219    39.981549  39.30  40.186058           1.0  39.461551  40.351251  \n",
       "20171220    39.439599  39.40  40.288312           1.0  38.912628  39.789952  \n",
       "20171221    39.061257  38.88  39.756588           1.0  39.056512  39.937080  \n",
       "20171222    39.818097  39.44  40.329372           1.0  39.199088  40.083027  \n",
       "20171225    39.501107  39.35  40.237343           1.0  38.951993  39.830360  \n",
       "20171226    39.419303  38.55  39.419303           1.0  39.066015  39.946954  \n",
       "20171227    39.766970  39.55  40.441853           1.0  39.125933  40.008223  \n",
       "20171228    39.562460  39.00  39.879450           1.0  39.017069  39.896904  \n",
       "20171229    39.572685  38.70  39.572685           1.0  38.922934  39.800646  \n",
       "20180102    39.419303  39.16  40.043058           1.0  39.011011  39.890709  \n",
       "20180103    39.572685  39.07  39.951028           1.0  38.923794  39.801525  \n",
       "20180104    39.654489  39.06  39.940803           1.0  39.180840  40.064368  \n",
       "20180105    40.585009  39.70  40.595235           1.0  40.960423  41.884081  \n",
       "20180108    41.924550  41.15  42.077933           1.0  41.652618  42.591884  \n",
       "20180109    42.221090  41.70  42.640335           1.0  41.995904  42.942911  \n",
       "20180110    43.376571  42.42  43.376571           1.0  43.737078  44.723349  \n",
       "20180111    43.570856  43.58  44.562729           1.0  43.002734  43.972445  \n",
       "20180112    43.131159  43.55  44.532052           1.0  42.591991  43.552441  \n",
       "20180115    43.407248  42.45  43.407248           1.0  43.531315  44.512946  \n",
       "\n",
       "[88 rows x 18 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dv1.data_d.loc[:,\"603866.SH\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>buylot</th>\n",
       "      <th>delist_date</th>\n",
       "      <th>inst_type</th>\n",
       "      <th>list_date</th>\n",
       "      <th>multiplier</th>\n",
       "      <th>name</th>\n",
       "      <th>pricetick</th>\n",
       "      <th>product</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000723.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19970515</td>\n",
       "      <td>1</td>\n",
       "      <td>美锦能源</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000807.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19980408</td>\n",
       "      <td>1</td>\n",
       "      <td>云铝股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000887.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19981203</td>\n",
       "      <td>1</td>\n",
       "      <td>中鼎股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000898.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19971225</td>\n",
       "      <td>1</td>\n",
       "      <td>鞍钢股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000981.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20000622</td>\n",
       "      <td>1</td>\n",
       "      <td>银亿股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000987.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20000718</td>\n",
       "      <td>1</td>\n",
       "      <td>越秀金控</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000990.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20000706</td>\n",
       "      <td>1</td>\n",
       "      <td>诚志股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002032.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20040817</td>\n",
       "      <td>1</td>\n",
       "      <td>苏 泊 尔</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002280.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20090821</td>\n",
       "      <td>1</td>\n",
       "      <td>联络互动</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002294.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20090910</td>\n",
       "      <td>1</td>\n",
       "      <td>信立泰</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002359.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20100210</td>\n",
       "      <td>1</td>\n",
       "      <td>北讯集团</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002434.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20100618</td>\n",
       "      <td>1</td>\n",
       "      <td>万里扬</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002506.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20101118</td>\n",
       "      <td>1</td>\n",
       "      <td>协鑫集成</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002608.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20110810</td>\n",
       "      <td>1</td>\n",
       "      <td>江苏国信</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002624.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20111028</td>\n",
       "      <td>1</td>\n",
       "      <td>完美世界</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002745.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20150217</td>\n",
       "      <td>1</td>\n",
       "      <td>木林森</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300003.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20091030</td>\n",
       "      <td>1</td>\n",
       "      <td>乐普医疗</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300015.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20091030</td>\n",
       "      <td>1</td>\n",
       "      <td>爱尔眼科</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300182.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20110222</td>\n",
       "      <td>1</td>\n",
       "      <td>捷成股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300197.SZ</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20110329</td>\n",
       "      <td>1</td>\n",
       "      <td>铁汉生态</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600004.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20030428</td>\n",
       "      <td>1</td>\n",
       "      <td>白云机场</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600011.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20011206</td>\n",
       "      <td>1</td>\n",
       "      <td>华能国际</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600155.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19980918</td>\n",
       "      <td>1</td>\n",
       "      <td>宝硕股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600179.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19981104</td>\n",
       "      <td>1</td>\n",
       "      <td>安通控股</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600317.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20020131</td>\n",
       "      <td>1</td>\n",
       "      <td>营口港</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600346.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20010820</td>\n",
       "      <td>1</td>\n",
       "      <td>恒力股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600390.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20010115</td>\n",
       "      <td>1</td>\n",
       "      <td>五矿资本</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600393.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20010319</td>\n",
       "      <td>1</td>\n",
       "      <td>粤泰股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600438.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20040302</td>\n",
       "      <td>1</td>\n",
       "      <td>通威股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600575.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20030328</td>\n",
       "      <td>1</td>\n",
       "      <td>皖江物流</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600578.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20020510</td>\n",
       "      <td>1</td>\n",
       "      <td>京能电力</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600598.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20020329</td>\n",
       "      <td>1</td>\n",
       "      <td>北大荒</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600623.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19921204</td>\n",
       "      <td>1</td>\n",
       "      <td>华谊集团</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600823.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19940204</td>\n",
       "      <td>1</td>\n",
       "      <td>世茂股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600875.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19951010</td>\n",
       "      <td>1</td>\n",
       "      <td>东方电气</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600885.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>19960205</td>\n",
       "      <td>1</td>\n",
       "      <td>宏发股份</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600908.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20160923</td>\n",
       "      <td>1</td>\n",
       "      <td>无锡银行</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600939.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20170221</td>\n",
       "      <td>1</td>\n",
       "      <td>重庆建工</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601128.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20160930</td>\n",
       "      <td>1</td>\n",
       "      <td>常熟银行</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601200.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20170331</td>\n",
       "      <td>1</td>\n",
       "      <td>上海环境</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601212.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20170215</td>\n",
       "      <td>1</td>\n",
       "      <td>白银有色</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601228.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20170329</td>\n",
       "      <td>1</td>\n",
       "      <td>广州港</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601878.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20170626</td>\n",
       "      <td>1</td>\n",
       "      <td>浙商证券</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601898.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20080201</td>\n",
       "      <td>1</td>\n",
       "      <td>中煤能源</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601969.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20141209</td>\n",
       "      <td>1</td>\n",
       "      <td>海南矿业</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601991.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20061220</td>\n",
       "      <td>1</td>\n",
       "      <td>大唐发电</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603225.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20170418</td>\n",
       "      <td>1</td>\n",
       "      <td>新凤鸣</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603833.SH</th>\n",
       "      <td>100</td>\n",
       "      <td>99999999</td>\n",
       "      <td>1</td>\n",
       "      <td>20170328</td>\n",
       "      <td>1</td>\n",
       "      <td>欧派家居</td>\n",
       "      <td>0.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           buylot  delist_date  inst_type  list_date  multiplier   name  \\\n",
       "symbol                                                                    \n",
       "000723.SZ     100     99999999          1   19970515           1   美锦能源   \n",
       "000807.SZ     100     99999999          1   19980408           1   云铝股份   \n",
       "000887.SZ     100     99999999          1   19981203           1   中鼎股份   \n",
       "000898.SZ     100     99999999          1   19971225           1   鞍钢股份   \n",
       "000981.SZ     100     99999999          1   20000622           1   银亿股份   \n",
       "000987.SZ     100     99999999          1   20000718           1   越秀金控   \n",
       "000990.SZ     100     99999999          1   20000706           1   诚志股份   \n",
       "002032.SZ     100     99999999          1   20040817           1  苏 泊 尔   \n",
       "002280.SZ     100     99999999          1   20090821           1   联络互动   \n",
       "002294.SZ     100     99999999          1   20090910           1    信立泰   \n",
       "002359.SZ     100     99999999          1   20100210           1   北讯集团   \n",
       "002434.SZ     100     99999999          1   20100618           1    万里扬   \n",
       "002506.SZ     100     99999999          1   20101118           1   协鑫集成   \n",
       "002608.SZ     100     99999999          1   20110810           1   江苏国信   \n",
       "002624.SZ     100     99999999          1   20111028           1   完美世界   \n",
       "002745.SZ     100     99999999          1   20150217           1    木林森   \n",
       "300003.SZ     100     99999999          1   20091030           1   乐普医疗   \n",
       "300015.SZ     100     99999999          1   20091030           1   爱尔眼科   \n",
       "300182.SZ     100     99999999          1   20110222           1   捷成股份   \n",
       "300197.SZ     100     99999999          1   20110329           1   铁汉生态   \n",
       "600004.SH     100     99999999          1   20030428           1   白云机场   \n",
       "600011.SH     100     99999999          1   20011206           1   华能国际   \n",
       "600155.SH     100     99999999          1   19980918           1   宝硕股份   \n",
       "600179.SH     100     99999999          1   19981104           1   安通控股   \n",
       "600317.SH     100     99999999          1   20020131           1    营口港   \n",
       "600346.SH     100     99999999          1   20010820           1   恒力股份   \n",
       "600390.SH     100     99999999          1   20010115           1   五矿资本   \n",
       "600393.SH     100     99999999          1   20010319           1   粤泰股份   \n",
       "600438.SH     100     99999999          1   20040302           1   通威股份   \n",
       "600575.SH     100     99999999          1   20030328           1   皖江物流   \n",
       "600578.SH     100     99999999          1   20020510           1   京能电力   \n",
       "600598.SH     100     99999999          1   20020329           1    北大荒   \n",
       "600623.SH     100     99999999          1   19921204           1   华谊集团   \n",
       "600823.SH     100     99999999          1   19940204           1   世茂股份   \n",
       "600875.SH     100     99999999          1   19951010           1   东方电气   \n",
       "600885.SH     100     99999999          1   19960205           1   宏发股份   \n",
       "600908.SH     100     99999999          1   20160923           1   无锡银行   \n",
       "600939.SH     100     99999999          1   20170221           1   重庆建工   \n",
       "601128.SH     100     99999999          1   20160930           1   常熟银行   \n",
       "601200.SH     100     99999999          1   20170331           1   上海环境   \n",
       "601212.SH     100     99999999          1   20170215           1   白银有色   \n",
       "601228.SH     100     99999999          1   20170329           1    广州港   \n",
       "601878.SH     100     99999999          1   20170626           1   浙商证券   \n",
       "601898.SH     100     99999999          1   20080201           1   中煤能源   \n",
       "601969.SH     100     99999999          1   20141209           1   海南矿业   \n",
       "601991.SH     100     99999999          1   20061220           1   大唐发电   \n",
       "603225.SH     100     99999999          1   20170418           1    新凤鸣   \n",
       "603833.SH     100     99999999          1   20170328           1   欧派家居   \n",
       "\n",
       "           pricetick product  \n",
       "symbol                        \n",
       "000723.SZ       0.01          \n",
       "000807.SZ       0.01          \n",
       "000887.SZ       0.01          \n",
       "000898.SZ       0.01          \n",
       "000981.SZ       0.01          \n",
       "000987.SZ       0.01          \n",
       "000990.SZ       0.01          \n",
       "002032.SZ       0.01          \n",
       "002280.SZ       0.01          \n",
       "002294.SZ       0.01          \n",
       "002359.SZ       0.01          \n",
       "002434.SZ       0.01          \n",
       "002506.SZ       0.01          \n",
       "002608.SZ       0.01          \n",
       "002624.SZ       0.01          \n",
       "002745.SZ       0.01          \n",
       "300003.SZ       0.01          \n",
       "300015.SZ       0.01          \n",
       "300182.SZ       0.01          \n",
       "300197.SZ       0.01          \n",
       "600004.SH       0.01          \n",
       "600011.SH       0.01          \n",
       "600155.SH       0.01          \n",
       "600179.SH       0.01          \n",
       "600317.SH       0.01          \n",
       "600346.SH       0.01          \n",
       "600390.SH       0.01          \n",
       "600393.SH       0.01          \n",
       "600438.SH       0.01          \n",
       "600575.SH       0.01          \n",
       "600578.SH       0.01          \n",
       "600598.SH       0.01          \n",
       "600623.SH       0.01          \n",
       "600823.SH       0.01          \n",
       "600875.SH       0.01          \n",
       "600885.SH       0.01          \n",
       "600908.SH       0.01          \n",
       "600939.SH       0.01          \n",
       "601128.SH       0.01          \n",
       "601200.SH       0.01          \n",
       "601212.SH       0.01          \n",
       "601228.SH       0.01          \n",
       "601878.SH       0.01          \n",
       "601898.SH       0.01          \n",
       "601969.SH       0.01          \n",
       "601991.SH       0.01          \n",
       "603225.SH       0.01          \n",
       "603833.SH       0.01          "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "dv1.data_inst[~np.isin(dv1.data_inst.index, old_symbols)]"
   ]
  }
 ],
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